Zen Stores
zenml.zen_stores
special
ZenStores define ways to store ZenML relevant data locally or remotely.
base_zen_store
Base Zen Store implementation.
BaseZenStore (BaseModel, ZenStoreInterface, SecretsStoreInterface, ABC)
pydantic-model
Base class for accessing and persisting ZenML core objects.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
StoreConfiguration |
The configuration of the store. |
Source code in zenml/zen_stores/base_zen_store.py
@make_proxy_class(SecretsStoreInterface, "_secrets_store")
class BaseZenStore(
BaseModel,
ZenStoreInterface,
SecretsStoreInterface,
ABC,
):
"""Base class for accessing and persisting ZenML core objects.
Attributes:
config: The configuration of the store.
"""
config: StoreConfiguration
_secrets_store: Optional[BaseSecretsStore] = None
_event_handlers: Dict[StoreEvent, List[Callable[..., Any]]] = {}
TYPE: ClassVar[StoreType]
CONFIG_TYPE: ClassVar[Type[StoreConfiguration]]
# ---------------------------------
# Initialization and configuration
# ---------------------------------
def __init__(
self,
skip_default_registrations: bool = False,
**kwargs: Any,
) -> None:
"""Create and initialize a store.
Args:
skip_default_registrations: If `True`, the creation of the default
stack and user in the store will be skipped.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
RuntimeError: If the store cannot be initialized.
"""
super().__init__(**kwargs)
try:
self._initialize()
# Handle cases where the ZenML server is not available
except ConnectionError as e:
error_message = (
"Cannot connect to the ZenML database because the ZenML server "
f"at {self.url} is not running."
)
if urlparse(self.url).hostname in ["localhost", "127.0.0.1"]:
recommendation = (
"Please run `zenml down` and `zenml up` to restart the "
"server."
)
else:
recommendation = (
"Please run `zenml disconnect` and `zenml connect --url "
f"{self.url}` to reconnect to the server."
)
raise RuntimeError(f"{error_message}\n{recommendation}") from e
except Exception as e:
raise RuntimeError(
f"Error initializing {self.type.value} store with URL "
f"'{self.url}': {str(e)}"
) from e
if not skip_default_registrations:
logger.debug("Initializing database")
self._initialize_database()
else:
logger.debug("Skipping database initialization")
@staticmethod
def get_store_class(store_type: StoreType) -> Type["BaseZenStore"]:
"""Returns the class of the given store type.
Args:
store_type: The type of the store to get the class for.
Returns:
The class of the given store type or None if the type is unknown.
Raises:
TypeError: If the store type is unsupported.
"""
if store_type == StoreType.SQL:
from zenml.zen_stores.sql_zen_store import SqlZenStore
return SqlZenStore
elif store_type == StoreType.REST:
from zenml.zen_stores.rest_zen_store import RestZenStore
return RestZenStore
else:
raise TypeError(
f"No store implementation found for store type "
f"`{store_type.value}`."
)
@staticmethod
def get_store_config_class(
store_type: StoreType,
) -> Type["StoreConfiguration"]:
"""Returns the store config class of the given store type.
Args:
store_type: The type of the store to get the class for.
Returns:
The config class of the given store type.
"""
store_class = BaseZenStore.get_store_class(store_type)
return store_class.CONFIG_TYPE
@staticmethod
def get_store_type(url: str) -> StoreType:
"""Returns the store type associated with a URL schema.
Args:
url: The store URL.
Returns:
The store type associated with the supplied URL schema.
Raises:
TypeError: If no store type was found to support the supplied URL.
"""
from zenml.zen_stores.rest_zen_store import RestZenStoreConfiguration
from zenml.zen_stores.sql_zen_store import SqlZenStoreConfiguration
if SqlZenStoreConfiguration.supports_url_scheme(url):
return StoreType.SQL
elif RestZenStoreConfiguration.supports_url_scheme(url):
return StoreType.REST
else:
raise TypeError(f"No store implementation found for URL: {url}.")
@staticmethod
def create_store(
config: StoreConfiguration,
skip_default_registrations: bool = False,
**kwargs: Any,
) -> "BaseZenStore":
"""Create and initialize a store from a store configuration.
Args:
config: The store configuration to use.
skip_default_registrations: If `True`, the creation of the default
stack and user in the store will be skipped.
**kwargs: Additional keyword arguments to pass to the store class
Returns:
The initialized store.
"""
logger.debug(f"Creating store with config '{config}'...")
store_class = BaseZenStore.get_store_class(config.type)
store = store_class(
config=config,
skip_default_registrations=skip_default_registrations,
**kwargs,
)
secrets_store_config = store.config.secrets_store
# Initialize the secrets store
if (
secrets_store_config
and secrets_store_config.type != SecretsStoreType.NONE
):
secrets_store_class = BaseSecretsStore.get_store_class(
secrets_store_config
)
store._secrets_store = secrets_store_class(
zen_store=store,
config=secrets_store_config,
)
# Update the config with the actual secrets store config
# to reflect the default values in the saved configuration
store.config.secrets_store = store._secrets_store.config
return store
@staticmethod
def get_default_store_config(path: str) -> StoreConfiguration:
"""Get the default store configuration.
The default store is a SQLite store that saves the DB contents on the
local filesystem.
Args:
path: The local path where the store DB will be stored.
Returns:
The default store configuration.
"""
from zenml.zen_stores.sql_zen_store import SqlZenStoreConfiguration
config = SqlZenStoreConfiguration(
type=StoreType.SQL,
url=SqlZenStoreConfiguration.get_local_url(path),
secrets_store=SqlSecretsStoreConfiguration(
type=SecretsStoreType.SQL,
),
)
return config
def _initialize_database(self) -> None:
"""Initialize the database on first use."""
try:
default_workspace = self._default_workspace
except KeyError:
default_workspace = self._create_default_workspace()
try:
assert self._admin_role
except KeyError:
self._create_admin_role()
try:
assert self._guest_role
except KeyError:
self._create_guest_role()
config = ServerConfiguration.get_server_config()
# If the auth scheme is external, don't create the default user and
# stack
if config.auth_scheme != AuthScheme.EXTERNAL:
try:
default_user = self._default_user
except KeyError:
default_user = self._create_default_user()
try:
self._get_default_stack(
workspace_name_or_id=default_workspace.id,
user_name_or_id=default_user.id,
)
except KeyError:
self._create_default_stack(
workspace_name_or_id=default_workspace.id,
user_name_or_id=default_user.id,
)
@property
def url(self) -> str:
"""The URL of the store.
Returns:
The URL of the store.
"""
return self.config.url
@property
def type(self) -> StoreType:
"""The type of the store.
Returns:
The type of the store.
"""
return self.TYPE
@property
def secrets_store(self) -> Optional["BaseSecretsStore"]:
"""The secrets store associated with this store.
Returns:
The secrets store associated with this store.
"""
return self._secrets_store
def validate_active_config(
self,
active_workspace_name_or_id: Optional[Union[str, UUID]] = None,
active_stack_id: Optional[UUID] = None,
config_name: str = "",
) -> Tuple[WorkspaceResponseModel, StackResponseModel]:
"""Validate the active configuration.
Call this method to validate the supplied active workspace and active
stack values.
This method is guaranteed to return valid workspace ID and stack ID
values. If the supplied workspace and stack are not set or are not valid
(e.g. they do not exist or are not accessible), the default workspace and
default workspace stack will be returned in their stead.
Args:
active_workspace_name_or_id: The name or ID of the active workspace.
active_stack_id: The ID of the active stack.
config_name: The name of the configuration to validate (used in the
displayed logs/messages).
Returns:
A tuple containing the active workspace and active stack.
"""
active_workspace: WorkspaceResponseModel
if active_workspace_name_or_id:
try:
active_workspace = self.get_workspace(
active_workspace_name_or_id
)
except KeyError:
active_workspace = self._get_or_create_default_workspace()
logger.warning(
f"The current {config_name} active workspace is no longer "
f"available. Resetting the active workspace to "
f"'{active_workspace.name}'."
)
else:
active_workspace = self._get_or_create_default_workspace()
logger.info(
f"Setting the {config_name} active workspace "
f"to '{active_workspace.name}'."
)
active_stack: StackResponseModel
# Sanitize the active stack
if active_stack_id:
# Ensure that the active stack is still valid
try:
active_stack = self.get_stack(stack_id=active_stack_id)
except KeyError:
logger.warning(
"The current %s active stack is no longer available. "
"Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
else:
if active_stack.workspace.id != active_workspace.id:
logger.warning(
"The current %s active stack is not part of the active "
"workspace. Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
elif not active_stack.is_shared and (
not active_stack.user
or (active_stack.user.id != self.get_user().id)
):
logger.warning(
"The current %s active stack is not shared and not "
"owned by the active user. "
"Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
else:
logger.warning(
"Setting the %s active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(active_workspace)
return active_workspace, active_stack
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
server_config = ServerConfiguration.get_server_config()
deployment_type = server_config.deployment_type
auth_scheme = server_config.auth_scheme
return ServerModel(
id=GlobalConfiguration().user_id,
version=zenml.__version__,
deployment_type=deployment_type,
database_type=ServerDatabaseType.OTHER,
debug=IS_DEBUG_ENV,
secrets_store_type=self.secrets_store.type
if self.secrets_store
else SecretsStoreType.NONE,
auth_scheme=auth_scheme,
)
def is_local_store(self) -> bool:
"""Check if the store is local or connected to a local ZenML server.
Returns:
True if the store is local, False otherwise.
"""
return self.get_store_info().is_local()
def _get_or_create_default_stack(
self, workspace: "WorkspaceResponseModel"
) -> "StackResponseModel":
try:
return self._get_default_stack(
workspace_name_or_id=workspace.id,
user_name_or_id=self.get_user().id,
)
except KeyError:
return self._create_default_stack(
workspace_name_or_id=workspace.id,
user_name_or_id=self.get_user().id,
)
def _get_or_create_default_workspace(self) -> "WorkspaceResponseModel":
try:
return self._default_workspace
except KeyError:
return self._create_default_workspace()
# --------------
# Event Handlers
# --------------
def register_event_handler(
self,
event: StoreEvent,
handler: Callable[..., Any],
) -> None:
"""Register an external event handler.
The handler will be called when the store event is triggered.
Args:
event: The event to register the handler for.
handler: The handler function to register.
"""
self._event_handlers.setdefault(event, []).append(handler)
def _trigger_event(self, event: StoreEvent, **kwargs: Any) -> None:
"""Trigger an event and call all registered handlers.
Args:
event: The event to trigger.
**kwargs: The event arguments.
"""
for handler in self._event_handlers.get(event, []):
try:
handler(event, **kwargs)
except Exception as e:
logger.error(
f"Silently ignoring error caught while triggering event "
f"store handler for event {event.value}: {e}",
exc_info=True,
)
# ------
# Stacks
# ------
def _create_default_stack(
self,
workspace_name_or_id: Union[str, UUID],
user_name_or_id: Union[str, UUID],
) -> StackResponseModel:
"""Create the default stack components and stack.
The default stack contains a local orchestrator and a local artifact
store.
Args:
workspace_name_or_id: Name or ID of the workspace to which the stack
belongs.
user_name_or_id: The name or ID of the user that owns the stack.
Returns:
The model of the created default stack.
"""
with analytics_disabler():
workspace = self.get_workspace(
workspace_name_or_id=workspace_name_or_id
)
user = self.get_user(user_name_or_id=user_name_or_id)
logger.info(
f"Creating default stack for user '{user.name}' in workspace "
f"{workspace.name}..."
)
# Register the default orchestrator
orchestrator = self.create_stack_component(
component=ComponentRequestModel(
user=user.id,
workspace=workspace.id,
name=DEFAULT_STACK_COMPONENT_NAME,
type=StackComponentType.ORCHESTRATOR,
flavor="local",
configuration={},
),
)
# Register the default artifact store
artifact_store = self.create_stack_component(
component=ComponentRequestModel(
user=user.id,
workspace=workspace.id,
name=DEFAULT_STACK_COMPONENT_NAME,
type=StackComponentType.ARTIFACT_STORE,
flavor="local",
configuration={},
),
)
components = {
c.type: [c.id] for c in [orchestrator, artifact_store]
}
# Register the default stack
stack = StackRequestModel(
name=DEFAULT_STACK_NAME,
components=components,
is_shared=False,
workspace=workspace.id,
user=user.id,
)
return self.create_stack(stack=stack)
def _get_default_stack(
self,
workspace_name_or_id: Union[str, UUID],
user_name_or_id: Union[str, UUID],
) -> StackResponseModel:
"""Get the default stack for a user in a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace.
user_name_or_id: Name or ID of the user.
Returns:
The default stack in the workspace owned by the supplied user.
Raises:
KeyError: if the workspace or default stack doesn't exist.
"""
default_stacks = self.list_stacks(
StackFilterModel(
workspace_id=workspace_name_or_id,
user_id=user_name_or_id,
name=DEFAULT_STACK_NAME,
)
)
if default_stacks.total == 0:
raise KeyError(
f"No default stack found for user {str(user_name_or_id)} in "
f"workspace {str(workspace_name_or_id)}"
)
return default_stacks.items[0]
# -----
# Roles
# -----
@property
def _admin_role(self) -> RoleResponseModel:
"""Get the admin role.
Returns:
The default admin role.
"""
return self.get_role(DEFAULT_ADMIN_ROLE)
def _create_admin_role(self) -> RoleResponseModel:
"""Creates the admin role.
Returns:
The admin role
"""
logger.info(f"Creating '{DEFAULT_ADMIN_ROLE}' role ...")
return self.create_role(
RoleRequestModel(
name=DEFAULT_ADMIN_ROLE,
permissions={
PermissionType.READ,
PermissionType.WRITE,
PermissionType.ME,
},
)
)
@property
def _guest_role(self) -> RoleResponseModel:
"""Get the guest role.
Returns:
The guest role.
"""
return self.get_role(DEFAULT_GUEST_ROLE)
def _create_guest_role(self) -> RoleResponseModel:
"""Creates the guest role.
Returns:
The guest role
"""
logger.info(f"Creating '{DEFAULT_GUEST_ROLE}' role ...")
return self.create_role(
RoleRequestModel(
name=DEFAULT_GUEST_ROLE,
permissions={
PermissionType.READ,
PermissionType.ME,
},
)
)
# -----
# Users
# -----
@property
def _default_user_name(self) -> str:
"""Get the default user name.
Returns:
The default user name.
"""
return os.getenv(ENV_ZENML_DEFAULT_USER_NAME, DEFAULT_USERNAME)
@property
def _default_user(self) -> UserResponseModel:
"""Get the default user.
Returns:
The default user.
Raises:
KeyError: If the default user doesn't exist.
"""
user_name = self._default_user_name
try:
return self.get_user(user_name)
except KeyError:
raise KeyError(f"The default user '{user_name}' is not configured")
def _create_default_user(self) -> UserResponseModel:
"""Creates a default user with the admin role.
Returns:
The default user.
"""
user_name = os.getenv(ENV_ZENML_DEFAULT_USER_NAME, DEFAULT_USERNAME)
user_password = os.getenv(
ENV_ZENML_DEFAULT_USER_PASSWORD, DEFAULT_PASSWORD
)
logger.info(f"Creating default user '{user_name}' ...")
new_user = self.create_user(
UserRequestModel(
name=user_name,
active=True,
password=user_password,
)
)
self.create_user_role_assignment(
UserRoleAssignmentRequestModel(
role=self._admin_role.id,
user=new_user.id,
workspace=None,
)
)
return new_user
def get_external_user(self, user_id: UUID) -> UserResponseModel:
"""Get a user by external ID.
Args:
user_id: The external ID of the user.
Returns:
The user with the supplied external ID.
Raises:
KeyError: If the user doesn't exist.
"""
users = self.list_users(UserFilterModel(external_user_id=user_id))
if users.total == 0:
raise KeyError(f"User with external ID '{user_id}' not found.")
return users.items[0]
# -----
# Roles
# -----
@property
def roles(self) -> Page[RoleResponseModel]:
"""All existing roles.
Returns:
A list of all existing roles.
"""
return self.list_roles(RoleFilterModel())
# --------
# Workspaces
# --------
@property
def _default_workspace_name(self) -> str:
"""Get the default workspace name.
Returns:
The default workspace name.
"""
return os.getenv(
ENV_ZENML_DEFAULT_WORKSPACE_NAME, DEFAULT_WORKSPACE_NAME
)
@property
def _default_workspace(self) -> WorkspaceResponseModel:
"""Get the default workspace.
Returns:
The default workspace.
Raises:
KeyError: if the default workspace doesn't exist.
"""
workspace_name = self._default_workspace_name
try:
return self.get_workspace(workspace_name)
except KeyError:
raise KeyError(
f"The default workspace '{workspace_name}' is not configured"
)
def _create_default_workspace(self) -> WorkspaceResponseModel:
"""Creates a default workspace.
Returns:
The default workspace.
"""
workspace_name = self._default_workspace_name
logger.info(f"Creating default workspace '{workspace_name}' ...")
return self.create_workspace(
WorkspaceRequestModel(name=workspace_name)
)
class Config:
"""Pydantic configuration class."""
# Validate attributes when assigning them. We need to set this in order
# to have a mix of mutable and immutable attributes
validate_assignment = True
# Ignore extra attributes from configs of previous ZenML versions
extra = "ignore"
# all attributes with leading underscore are private and therefore
# are mutable and not included in serialization
underscore_attrs_are_private = True
roles: Page[RoleResponseModel]
property
readonly
All existing roles.
Returns:
| Type | Description |
|---|---|
Page[RoleResponseModel] |
A list of all existing roles. |
secrets_store: Optional[BaseSecretsStore]
property
readonly
The secrets store associated with this store.
Returns:
| Type | Description |
|---|---|
Optional[BaseSecretsStore] |
The secrets store associated with this store. |
type: StoreType
property
readonly
The type of the store.
Returns:
| Type | Description |
|---|---|
StoreType |
The type of the store. |
url: str
property
readonly
The URL of the store.
Returns:
| Type | Description |
|---|---|
str |
The URL of the store. |
Config
Pydantic configuration class.
Source code in zenml/zen_stores/base_zen_store.py
class Config:
"""Pydantic configuration class."""
# Validate attributes when assigning them. We need to set this in order
# to have a mix of mutable and immutable attributes
validate_assignment = True
# Ignore extra attributes from configs of previous ZenML versions
extra = "ignore"
# all attributes with leading underscore are private and therefore
# are mutable and not included in serialization
underscore_attrs_are_private = True
__init__(self, skip_default_registrations=False, **kwargs)
special
Create and initialize a store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
skip_default_registrations |
bool |
If |
False |
**kwargs |
Any |
Additional keyword arguments to pass to the Pydantic constructor. |
{} |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
If the store cannot be initialized. |
Source code in zenml/zen_stores/base_zen_store.py
def __init__(
self,
skip_default_registrations: bool = False,
**kwargs: Any,
) -> None:
"""Create and initialize a store.
Args:
skip_default_registrations: If `True`, the creation of the default
stack and user in the store will be skipped.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
RuntimeError: If the store cannot be initialized.
"""
super().__init__(**kwargs)
try:
self._initialize()
# Handle cases where the ZenML server is not available
except ConnectionError as e:
error_message = (
"Cannot connect to the ZenML database because the ZenML server "
f"at {self.url} is not running."
)
if urlparse(self.url).hostname in ["localhost", "127.0.0.1"]:
recommendation = (
"Please run `zenml down` and `zenml up` to restart the "
"server."
)
else:
recommendation = (
"Please run `zenml disconnect` and `zenml connect --url "
f"{self.url}` to reconnect to the server."
)
raise RuntimeError(f"{error_message}\n{recommendation}") from e
except Exception as e:
raise RuntimeError(
f"Error initializing {self.type.value} store with URL "
f"'{self.url}': {str(e)}"
) from e
if not skip_default_registrations:
logger.debug("Initializing database")
self._initialize_database()
else:
logger.debug("Skipping database initialization")
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the user or workspace does not exist. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
ValueError |
if the secret is invalid. |
Source code in zenml/zen_stores/base_zen_store.py
@abstractmethod
def create_secret(
self,
secret: SecretRequestModel,
) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
KeyError: if the user or workspace does not exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
create_store(config, skip_default_registrations=False, **kwargs)
staticmethod
Create and initialize a store from a store configuration.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
StoreConfiguration |
The store configuration to use. |
required |
skip_default_registrations |
bool |
If |
False |
**kwargs |
Any |
Additional keyword arguments to pass to the store class |
{} |
Returns:
| Type | Description |
|---|---|
BaseZenStore |
The initialized store. |
Source code in zenml/zen_stores/base_zen_store.py
@staticmethod
def create_store(
config: StoreConfiguration,
skip_default_registrations: bool = False,
**kwargs: Any,
) -> "BaseZenStore":
"""Create and initialize a store from a store configuration.
Args:
config: The store configuration to use.
skip_default_registrations: If `True`, the creation of the default
stack and user in the store will be skipped.
**kwargs: Additional keyword arguments to pass to the store class
Returns:
The initialized store.
"""
logger.debug(f"Creating store with config '{config}'...")
store_class = BaseZenStore.get_store_class(config.type)
store = store_class(
config=config,
skip_default_registrations=skip_default_registrations,
**kwargs,
)
secrets_store_config = store.config.secrets_store
# Initialize the secrets store
if (
secrets_store_config
and secrets_store_config.type != SecretsStoreType.NONE
):
secrets_store_class = BaseSecretsStore.get_store_class(
secrets_store_config
)
store._secrets_store = secrets_store_class(
zen_store=store,
config=secrets_store_config,
)
# Update the config with the actual secrets store config
# to reflect the default values in the saved configuration
store.config.secrets_store = store._secrets_store.config
return store
delete_secret(self, secret_id)
Deletes a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
Source code in zenml/zen_stores/base_zen_store.py
@abstractmethod
def delete_secret(self, secret_id: UUID) -> None:
"""Deletes a secret.
Args:
secret_id: The ID of the secret to delete.
Raises:
KeyError: if the secret doesn't exist.
"""
get_default_store_config(path)
staticmethod
Get the default store configuration.
The default store is a SQLite store that saves the DB contents on the local filesystem.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The local path where the store DB will be stored. |
required |
Returns:
| Type | Description |
|---|---|
StoreConfiguration |
The default store configuration. |
Source code in zenml/zen_stores/base_zen_store.py
@staticmethod
def get_default_store_config(path: str) -> StoreConfiguration:
"""Get the default store configuration.
The default store is a SQLite store that saves the DB contents on the
local filesystem.
Args:
path: The local path where the store DB will be stored.
Returns:
The default store configuration.
"""
from zenml.zen_stores.sql_zen_store import SqlZenStoreConfiguration
config = SqlZenStoreConfiguration(
type=StoreType.SQL,
url=SqlZenStoreConfiguration.get_local_url(path),
secrets_store=SqlSecretsStoreConfiguration(
type=SecretsStoreType.SQL,
),
)
return config
get_external_user(self, user_id)
Get a user by external ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_id |
UUID |
The external ID of the user. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The user with the supplied external ID. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the user doesn't exist. |
Source code in zenml/zen_stores/base_zen_store.py
def get_external_user(self, user_id: UUID) -> UserResponseModel:
"""Get a user by external ID.
Args:
user_id: The external ID of the user.
Returns:
The user with the supplied external ID.
Raises:
KeyError: If the user doesn't exist.
"""
users = self.list_users(UserFilterModel(external_user_id=user_id))
if users.total == 0:
raise KeyError(f"User with external ID '{user_id}' not found.")
return users.items[0]
get_secret(self, secret_id)
Get a secret with a given name.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
ID of the secret. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret does not exist. |
Source code in zenml/zen_stores/base_zen_store.py
@abstractmethod
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret with a given name.
Args:
secret_id: ID of the secret.
Returns:
The secret.
Raises:
KeyError: if the secret does not exist.
"""
get_store_class(store_type)
staticmethod
Returns the class of the given store type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
store_type |
StoreType |
The type of the store to get the class for. |
required |
Returns:
| Type | Description |
|---|---|
Type[BaseZenStore] |
The class of the given store type or None if the type is unknown. |
Exceptions:
| Type | Description |
|---|---|
TypeError |
If the store type is unsupported. |
Source code in zenml/zen_stores/base_zen_store.py
@staticmethod
def get_store_class(store_type: StoreType) -> Type["BaseZenStore"]:
"""Returns the class of the given store type.
Args:
store_type: The type of the store to get the class for.
Returns:
The class of the given store type or None if the type is unknown.
Raises:
TypeError: If the store type is unsupported.
"""
if store_type == StoreType.SQL:
from zenml.zen_stores.sql_zen_store import SqlZenStore
return SqlZenStore
elif store_type == StoreType.REST:
from zenml.zen_stores.rest_zen_store import RestZenStore
return RestZenStore
else:
raise TypeError(
f"No store implementation found for store type "
f"`{store_type.value}`."
)
get_store_config_class(store_type)
staticmethod
Returns the store config class of the given store type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
store_type |
StoreType |
The type of the store to get the class for. |
required |
Returns:
| Type | Description |
|---|---|
Type[StoreConfiguration] |
The config class of the given store type. |
Source code in zenml/zen_stores/base_zen_store.py
@staticmethod
def get_store_config_class(
store_type: StoreType,
) -> Type["StoreConfiguration"]:
"""Returns the store config class of the given store type.
Args:
store_type: The type of the store to get the class for.
Returns:
The config class of the given store type.
"""
store_class = BaseZenStore.get_store_class(store_type)
return store_class.CONFIG_TYPE
get_store_info(self)
Get information about the store.
Returns:
| Type | Description |
|---|---|
ServerModel |
Information about the store. |
Source code in zenml/zen_stores/base_zen_store.py
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
server_config = ServerConfiguration.get_server_config()
deployment_type = server_config.deployment_type
auth_scheme = server_config.auth_scheme
return ServerModel(
id=GlobalConfiguration().user_id,
version=zenml.__version__,
deployment_type=deployment_type,
database_type=ServerDatabaseType.OTHER,
debug=IS_DEBUG_ENV,
secrets_store_type=self.secrets_store.type
if self.secrets_store
else SecretsStoreType.NONE,
auth_scheme=auth_scheme,
)
get_store_type(url)
staticmethod
Returns the store type associated with a URL schema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The store URL. |
required |
Returns:
| Type | Description |
|---|---|
StoreType |
The store type associated with the supplied URL schema. |
Exceptions:
| Type | Description |
|---|---|
TypeError |
If no store type was found to support the supplied URL. |
Source code in zenml/zen_stores/base_zen_store.py
@staticmethod
def get_store_type(url: str) -> StoreType:
"""Returns the store type associated with a URL schema.
Args:
url: The store URL.
Returns:
The store type associated with the supplied URL schema.
Raises:
TypeError: If no store type was found to support the supplied URL.
"""
from zenml.zen_stores.rest_zen_store import RestZenStoreConfiguration
from zenml.zen_stores.sql_zen_store import SqlZenStoreConfiguration
if SqlZenStoreConfiguration.supports_url_scheme(url):
return StoreType.SQL
elif RestZenStoreConfiguration.supports_url_scheme(url):
return StoreType.REST
else:
raise TypeError(f"No store implementation found for URL: {url}.")
is_local_store(self)
Check if the store is local or connected to a local ZenML server.
Returns:
| Type | Description |
|---|---|
bool |
True if the store is local, False otherwise. |
Source code in zenml/zen_stores/base_zen_store.py
def is_local_store(self) -> bool:
"""Check if the store is local or connected to a local ZenML server.
Returns:
True if the store is local, False otherwise.
"""
return self.get_store_info().is_local()
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Source code in zenml/zen_stores/base_zen_store.py
@abstractmethod
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
register_event_handler(self, event, handler)
Register an external event handler.
The handler will be called when the store event is triggered.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
event |
StoreEvent |
The event to register the handler for. |
required |
handler |
Callable[..., Any] |
The handler function to register. |
required |
Source code in zenml/zen_stores/base_zen_store.py
def register_event_handler(
self,
event: StoreEvent,
handler: Callable[..., Any],
) -> None:
"""Register an external event handler.
The handler will be called when the store event is triggered.
Args:
event: The event to register the handler for.
handler: The handler function to register.
"""
self._event_handlers.setdefault(event, []).append(handler)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
ValueError |
if the secret is invalid. |
Source code in zenml/zen_stores/base_zen_store.py
@abstractmethod
def update_secret(
self,
secret_id: UUID,
secret_update: SecretUpdateModel,
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: if the secret doesn't exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
validate_active_config(self, active_workspace_name_or_id=None, active_stack_id=None, config_name='')
Validate the active configuration.
Call this method to validate the supplied active workspace and active stack values.
This method is guaranteed to return valid workspace ID and stack ID values. If the supplied workspace and stack are not set or are not valid (e.g. they do not exist or are not accessible), the default workspace and default workspace stack will be returned in their stead.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
active_workspace_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the active workspace. |
None |
active_stack_id |
Optional[uuid.UUID] |
The ID of the active stack. |
None |
config_name |
str |
The name of the configuration to validate (used in the displayed logs/messages). |
'' |
Returns:
| Type | Description |
|---|---|
Tuple[zenml.models.workspace_models.WorkspaceResponseModel, zenml.models.stack_models.StackResponseModel] |
A tuple containing the active workspace and active stack. |
Source code in zenml/zen_stores/base_zen_store.py
def validate_active_config(
self,
active_workspace_name_or_id: Optional[Union[str, UUID]] = None,
active_stack_id: Optional[UUID] = None,
config_name: str = "",
) -> Tuple[WorkspaceResponseModel, StackResponseModel]:
"""Validate the active configuration.
Call this method to validate the supplied active workspace and active
stack values.
This method is guaranteed to return valid workspace ID and stack ID
values. If the supplied workspace and stack are not set or are not valid
(e.g. they do not exist or are not accessible), the default workspace and
default workspace stack will be returned in their stead.
Args:
active_workspace_name_or_id: The name or ID of the active workspace.
active_stack_id: The ID of the active stack.
config_name: The name of the configuration to validate (used in the
displayed logs/messages).
Returns:
A tuple containing the active workspace and active stack.
"""
active_workspace: WorkspaceResponseModel
if active_workspace_name_or_id:
try:
active_workspace = self.get_workspace(
active_workspace_name_or_id
)
except KeyError:
active_workspace = self._get_or_create_default_workspace()
logger.warning(
f"The current {config_name} active workspace is no longer "
f"available. Resetting the active workspace to "
f"'{active_workspace.name}'."
)
else:
active_workspace = self._get_or_create_default_workspace()
logger.info(
f"Setting the {config_name} active workspace "
f"to '{active_workspace.name}'."
)
active_stack: StackResponseModel
# Sanitize the active stack
if active_stack_id:
# Ensure that the active stack is still valid
try:
active_stack = self.get_stack(stack_id=active_stack_id)
except KeyError:
logger.warning(
"The current %s active stack is no longer available. "
"Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
else:
if active_stack.workspace.id != active_workspace.id:
logger.warning(
"The current %s active stack is not part of the active "
"workspace. Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
elif not active_stack.is_shared and (
not active_stack.user
or (active_stack.user.id != self.get_user().id)
):
logger.warning(
"The current %s active stack is not shared and not "
"owned by the active user. "
"Resetting the active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(
active_workspace
)
else:
logger.warning(
"Setting the %s active stack to default.",
config_name,
)
active_stack = self._get_or_create_default_stack(active_workspace)
return active_workspace, active_stack
enums
Zen Store enums.
StoreEvent (StrEnum)
Events that can be triggered by the store.
Source code in zenml/zen_stores/enums.py
class StoreEvent(StrEnum):
"""Events that can be triggered by the store."""
# Triggered just before deleting a workspace. The workspace ID is passed as
# a `workspace_id` UUID argument.
WORKSPACE_DELETED = "workspace_deleted"
# Triggered just before deleting a user. The user ID is passed as
# a `user_id` UUID argument.
USER_DELETED = "user_deleted"
migrations
special
Alembic database migration utilities.
alembic
Alembic utilities wrapper.
The Alembic class defined here acts as a wrapper around the Alembic library that automatically configures Alembic to use the ZenML SQL store database connection.
Alembic
Alembic environment and migration API.
This class provides a wrapper around the Alembic library that automatically configures Alembic to use the ZenML SQL store database connection.
Source code in zenml/zen_stores/migrations/alembic.py
class Alembic:
"""Alembic environment and migration API.
This class provides a wrapper around the Alembic library that automatically
configures Alembic to use the ZenML SQL store database connection.
"""
def __init__(
self,
engine: Engine,
metadata: MetaData = SQLModel.metadata,
context: Optional[EnvironmentContext] = None,
**kwargs: Any,
) -> None:
"""Initialize the Alembic wrapper.
Args:
engine: The SQLAlchemy engine to use.
metadata: The SQLAlchemy metadata to use.
context: The Alembic environment context to use. If not set, a new
context is created pointing to the ZenML migrations directory.
**kwargs: Additional keyword arguments to pass to the Alembic
environment context.
"""
self.engine = engine
self.metadata = metadata
self.context_kwargs = kwargs
self.config = Config()
self.config.set_main_option(
"script_location", str(Path(__file__).parent)
)
self.script_directory = ScriptDirectory.from_config(self.config)
if context is None:
self.environment_context = EnvironmentContext(
self.config, self.script_directory
)
else:
self.environment_context = context
def db_is_empty(self) -> bool:
"""Check if the database is empty.
Returns:
True if the database is empty, False otherwise.
"""
# Check the existence of any of the SQLModel tables
return not self.engine.dialect.has_table(
self.engine.connect(), schemas.StackSchema.__tablename__
)
def run_migrations(
self,
fn: Optional[Callable[[_RevIdType, MigrationContext], List[Any]]],
) -> None:
"""Run an online migration function in the current migration context.
Args:
fn: Migration function to run. If not set, the function configured
externally by the Alembic CLI command is used.
"""
fn_context_args: Dict[Any, Any] = {}
if fn is not None:
fn_context_args["fn"] = fn
with self.engine.connect() as connection:
self.environment_context.configure(
connection=connection,
target_metadata=self.metadata,
include_object=include_object,
compare_type=True,
render_as_batch=True,
**fn_context_args,
**self.context_kwargs,
)
with self.environment_context.begin_transaction():
self.environment_context.run_migrations()
def current_revisions(self) -> List[str]:
"""Get the current database revisions.
Returns:
List of head revisions.
"""
current_revisions: List[str] = []
def do_get_current_rev(rev: _RevIdType, context: Any) -> List[Any]:
nonlocal current_revisions
for r in self.script_directory.get_all_current(
rev # type:ignore [arg-type]
):
if r is None:
continue
current_revisions.append(r.revision)
return []
self.run_migrations(do_get_current_rev)
return current_revisions
def stamp(self, revision: str) -> None:
"""Stamp the revision table with the given revision without running any migrations.
Args:
revision: String revision target.
"""
def do_stamp(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._stamp_revs(revision, rev)
self.run_migrations(do_stamp)
def upgrade(self, revision: str = "heads") -> None:
"""Upgrade the database to a later version.
Args:
revision: String revision target.
"""
def do_upgrade(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._upgrade_revs(
revision, rev # type:ignore [arg-type]
)
self.run_migrations(do_upgrade)
def downgrade(self, revision: str) -> None:
"""Revert the database to a previous version.
Args:
revision: String revision target.
"""
def do_downgrade(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._downgrade_revs(
revision, rev # type:ignore [arg-type]
)
self.run_migrations(do_downgrade)
__init__(self, engine, metadata=MetaData(), context=None, **kwargs)
special
Initialize the Alembic wrapper.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
engine |
Engine |
The SQLAlchemy engine to use. |
required |
metadata |
MetaData |
The SQLAlchemy metadata to use. |
MetaData() |
context |
Optional[alembic.runtime.environment.EnvironmentContext] |
The Alembic environment context to use. If not set, a new context is created pointing to the ZenML migrations directory. |
None |
**kwargs |
Any |
Additional keyword arguments to pass to the Alembic environment context. |
{} |
Source code in zenml/zen_stores/migrations/alembic.py
def __init__(
self,
engine: Engine,
metadata: MetaData = SQLModel.metadata,
context: Optional[EnvironmentContext] = None,
**kwargs: Any,
) -> None:
"""Initialize the Alembic wrapper.
Args:
engine: The SQLAlchemy engine to use.
metadata: The SQLAlchemy metadata to use.
context: The Alembic environment context to use. If not set, a new
context is created pointing to the ZenML migrations directory.
**kwargs: Additional keyword arguments to pass to the Alembic
environment context.
"""
self.engine = engine
self.metadata = metadata
self.context_kwargs = kwargs
self.config = Config()
self.config.set_main_option(
"script_location", str(Path(__file__).parent)
)
self.script_directory = ScriptDirectory.from_config(self.config)
if context is None:
self.environment_context = EnvironmentContext(
self.config, self.script_directory
)
else:
self.environment_context = context
current_revisions(self)
Get the current database revisions.
Returns:
| Type | Description |
|---|---|
List[str] |
List of head revisions. |
Source code in zenml/zen_stores/migrations/alembic.py
def current_revisions(self) -> List[str]:
"""Get the current database revisions.
Returns:
List of head revisions.
"""
current_revisions: List[str] = []
def do_get_current_rev(rev: _RevIdType, context: Any) -> List[Any]:
nonlocal current_revisions
for r in self.script_directory.get_all_current(
rev # type:ignore [arg-type]
):
if r is None:
continue
current_revisions.append(r.revision)
return []
self.run_migrations(do_get_current_rev)
return current_revisions
db_is_empty(self)
Check if the database is empty.
Returns:
| Type | Description |
|---|---|
bool |
True if the database is empty, False otherwise. |
Source code in zenml/zen_stores/migrations/alembic.py
def db_is_empty(self) -> bool:
"""Check if the database is empty.
Returns:
True if the database is empty, False otherwise.
"""
# Check the existence of any of the SQLModel tables
return not self.engine.dialect.has_table(
self.engine.connect(), schemas.StackSchema.__tablename__
)
downgrade(self, revision)
Revert the database to a previous version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
revision |
str |
String revision target. |
required |
Source code in zenml/zen_stores/migrations/alembic.py
def downgrade(self, revision: str) -> None:
"""Revert the database to a previous version.
Args:
revision: String revision target.
"""
def do_downgrade(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._downgrade_revs(
revision, rev # type:ignore [arg-type]
)
self.run_migrations(do_downgrade)
run_migrations(self, fn)
Run an online migration function in the current migration context.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
fn |
Optional[Callable[[Union[str, Sequence[str]], alembic.runtime.migration.MigrationContext], List[Any]]] |
Migration function to run. If not set, the function configured externally by the Alembic CLI command is used. |
required |
Source code in zenml/zen_stores/migrations/alembic.py
def run_migrations(
self,
fn: Optional[Callable[[_RevIdType, MigrationContext], List[Any]]],
) -> None:
"""Run an online migration function in the current migration context.
Args:
fn: Migration function to run. If not set, the function configured
externally by the Alembic CLI command is used.
"""
fn_context_args: Dict[Any, Any] = {}
if fn is not None:
fn_context_args["fn"] = fn
with self.engine.connect() as connection:
self.environment_context.configure(
connection=connection,
target_metadata=self.metadata,
include_object=include_object,
compare_type=True,
render_as_batch=True,
**fn_context_args,
**self.context_kwargs,
)
with self.environment_context.begin_transaction():
self.environment_context.run_migrations()
stamp(self, revision)
Stamp the revision table with the given revision without running any migrations.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
revision |
str |
String revision target. |
required |
Source code in zenml/zen_stores/migrations/alembic.py
def stamp(self, revision: str) -> None:
"""Stamp the revision table with the given revision without running any migrations.
Args:
revision: String revision target.
"""
def do_stamp(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._stamp_revs(revision, rev)
self.run_migrations(do_stamp)
upgrade(self, revision='heads')
Upgrade the database to a later version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
revision |
str |
String revision target. |
'heads' |
Source code in zenml/zen_stores/migrations/alembic.py
def upgrade(self, revision: str = "heads") -> None:
"""Upgrade the database to a later version.
Args:
revision: String revision target.
"""
def do_upgrade(rev: _RevIdType, context: Any) -> List[Any]:
return self.script_directory._upgrade_revs(
revision, rev # type:ignore [arg-type]
)
self.run_migrations(do_upgrade)
AlembicVersion (Base)
Alembic version table.
Source code in zenml/zen_stores/migrations/alembic.py
class AlembicVersion(Base): # type: ignore[valid-type,misc]
"""Alembic version table."""
__tablename__ = "alembic_version"
version_num = Column(String, nullable=False, primary_key=True)
include_object(object, name, type_, *args, **kwargs)
Function used to exclude tables from the migration scripts.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
object |
Any |
The schema item object to check. |
required |
name |
str |
The name of the object to check. |
required |
type_ |
str |
The type of the object to check. |
required |
*args |
Any |
Additional arguments. |
() |
**kwargs |
Any |
Additional keyword arguments. |
{} |
Returns:
| Type | Description |
|---|---|
bool |
True if the object should be included, False otherwise. |
Source code in zenml/zen_stores/migrations/alembic.py
def include_object(
object: Any, name: str, type_: str, *args: Any, **kwargs: Any
) -> bool:
"""Function used to exclude tables from the migration scripts.
Args:
object: The schema item object to check.
name: The name of the object to check.
type_: The type of the object to check.
*args: Additional arguments.
**kwargs: Additional keyword arguments.
Returns:
True if the object should be included, False otherwise.
"""
return not (type_ == "table" and name in exclude_tables)
rest_zen_store
REST Zen Store implementation.
RestZenStore (BaseZenStore)
pydantic-model
Store implementation for accessing data from a REST API.
Source code in zenml/zen_stores/rest_zen_store.py
class RestZenStore(BaseZenStore):
"""Store implementation for accessing data from a REST API."""
config: RestZenStoreConfiguration
TYPE: ClassVar[StoreType] = StoreType.REST
CONFIG_TYPE: ClassVar[Type[StoreConfiguration]] = RestZenStoreConfiguration
_api_token: Optional[str] = None
_session: Optional[requests.Session] = None
def _initialize_database(self) -> None:
"""Initialize the database."""
# don't do anything for a REST store
# ====================================
# ZenML Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the REST store."""
client_version = zenml.__version__
server_version = self.get_store_info().version
if not DISABLE_CLIENT_SERVER_MISMATCH_WARNING and (
server_version != client_version
):
logger.warning(
"Your ZenML client version (%s) does not match the server "
"version (%s). This version mismatch might lead to errors or "
"unexpected behavior. \nTo disable this warning message, set "
"the environment variable `%s=True`",
client_version,
server_version,
ENV_ZENML_DISABLE_CLIENT_SERVER_MISMATCH_WARNING,
)
def get_store_info(self) -> ServerModel:
"""Get information about the server.
Returns:
Information about the server.
"""
body = self.get(INFO)
return ServerModel.parse_obj(body)
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
"""
return self.get_store_info().id
# ------
# Stacks
# ------
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Register a new stack.
Args:
stack: The stack to register.
Returns:
The registered stack.
"""
return self._create_workspace_scoped_resource(
resource=stack,
route=STACKS,
response_model=StackResponseModel,
)
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
"""
return self._get_resource(
resource_id=stack_id,
route=STACKS,
response_model=StackResponseModel,
)
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stacks matching the filter criteria.
"""
return self._list_paginated_resources(
route=STACKS,
response_model=StackResponseModel,
filter_model=stack_filter_model,
)
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
"""
return self._update_resource(
resource_id=stack_id,
resource_update=stack_update,
route=STACKS,
response_model=StackResponseModel,
)
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
"""
self._delete_resource(
resource_id=stack_id,
route=STACKS,
)
# ----------------
# Stack components
# ----------------
def create_stack_component(
self,
component: ComponentRequestModel,
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
"""
return self._create_workspace_scoped_resource(
resource=component,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
"""
return self._get_resource(
resource_id=component_id,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
return self._list_paginated_resources(
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
filter_model=component_filter_model,
)
def update_stack_component(
self,
component_id: UUID,
component_update: ComponentUpdateModel,
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
"""
return self._update_resource(
resource_id=component_id,
resource_update=component_update,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The ID of the stack component to delete.
"""
self._delete_resource(
resource_id=component_id,
route=STACK_COMPONENTS,
)
# -----------------------
# Stack component flavors
# -----------------------
def create_flavor(self, flavor: FlavorRequestModel) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
"""
return self._create_resource(
resource=flavor,
route=FLAVORS,
response_model=FlavorResponseModel,
)
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
"""
return self._update_resource(
resource_id=flavor_id,
resource_update=flavor_update,
route=FLAVORS,
response_model=FlavorResponseModel,
)
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a stack component flavor by ID.
Args:
flavor_id: The ID of the stack component flavor to get.
Returns:
The stack component flavor.
"""
return self._get_resource(
resource_id=flavor_id,
route=FLAVORS,
response_model=FlavorResponseModel,
)
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params
Returns:
List of all the stack component flavors matching the given criteria.
"""
return self._list_paginated_resources(
route=FLAVORS,
response_model=FlavorResponseModel,
filter_model=flavor_filter_model,
)
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a stack component flavor.
Args:
flavor_id: The ID of the stack component flavor to delete.
"""
self._delete_resource(
resource_id=flavor_id,
route=FLAVORS,
)
# -----
# Users
# -----
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
"""
return self._create_resource(
resource=user,
route=USERS + "?assign_default_role=False",
response_model=UserResponseModel,
)
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
The `include_private` parameter is ignored here as it is handled
implicitly by the /current-user endpoint that is queried when no
user_name_or_id is set. Raises a KeyError in case a user with that id
does not exist.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
"""
if user_name_or_id:
return self._get_resource(
resource_id=user_name_or_id,
route=USERS,
response_model=UserResponseModel,
)
else:
body = self.get(CURRENT_USER)
return UserResponseModel.parse_obj(body)
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
return self._list_paginated_resources(
route=USERS,
response_model=UserResponseModel,
filter_model=user_filter_model,
)
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
"""
return self._update_resource(
resource_id=user_id,
resource_update=user_update,
route=USERS,
response_model=UserResponseModel,
)
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or ID of the user to delete.
"""
self._delete_resource(
resource_id=user_name_or_id,
route=USERS,
)
# -----
# Teams
# -----
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
"""
return self._create_resource(
resource=team,
route=TEAMS,
response_model=TeamResponseModel,
)
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
"""
return self._get_resource(
resource_id=team_name_or_id,
route=TEAMS,
response_model=TeamResponseModel,
)
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
return self._list_paginated_resources(
route=TEAMS,
response_model=TeamResponseModel,
filter_model=team_filter_model,
)
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
"""
return self._update_resource(
resource_id=team_id,
resource_update=team_update,
route=TEAMS,
response_model=TeamResponseModel,
)
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
"""
self._delete_resource(
resource_id=team_name_or_id,
route=TEAMS,
)
# -----
# Roles
# -----
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
"""
return self._create_resource(
resource=role,
route=ROLES,
response_model=RoleResponseModel,
)
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
"""
return self._get_resource(
resource_id=role_name_or_id,
route=ROLES,
response_model=RoleResponseModel,
)
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
return self._list_paginated_resources(
route=ROLES,
response_model=RoleResponseModel,
filter_model=role_filter_model,
)
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
"""
return self._update_resource(
resource_id=role_id,
resource_update=role_update,
route=ROLES,
response_model=RoleResponseModel,
)
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
"""
self._delete_resource(
resource_id=role_name_or_id,
route=ROLES,
)
# ----------------
# Role assignments
# ----------------
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
return self._list_paginated_resources(
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
filter_model=user_role_assignment_filter_model,
)
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Get an existing role assignment by name or ID.
Args:
user_role_assignment_id: Name or ID of the role assignment to get.
Returns:
The requested workspace.
"""
return self._get_resource(
resource_id=user_role_assignment_id,
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
)
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment
"""
self._delete_resource(
resource_id=user_role_assignment_id,
route=USER_ROLE_ASSIGNMENTS,
)
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Creates a new role assignment.
Args:
user_role_assignment: The role assignment to create.
Returns:
The newly created workspace.
"""
return self._create_resource(
resource=user_role_assignment,
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
)
# ---------------------
# Team Role assignments
# ---------------------
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
return self._create_resource(
resource=team_role_assignment,
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
)
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
"""
return self._get_resource(
resource_id=team_role_assignment_id,
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
)
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
"""
self._delete_resource(
resource_id=team_role_assignment_id,
route=TEAM_ROLE_ASSIGNMENTS,
)
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
return self._list_paginated_resources(
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
filter_model=team_role_assignment_filter_model,
)
# --------
# Workspaces
# --------
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
"""
return self._create_resource(
resource=workspace,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
def get_workspace(
self, workspace_name_or_id: Union[UUID, str]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace.
"""
return self._get_resource(
resource_id=workspace_name_or_id,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
return self._list_paginated_resources(
route=WORKSPACES,
response_model=WorkspaceResponseModel,
filter_model=workspace_filter_model,
)
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
"""
return self._update_resource(
resource_id=workspace_id,
resource_update=workspace_update,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
"""
self._delete_resource(
resource_id=workspace_name_or_id,
route=WORKSPACES,
)
# ---------
# Pipelines
# ---------
def create_pipeline(
self, pipeline: PipelineRequestModel
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
"""
return self._create_workspace_scoped_resource(
resource=pipeline,
route=PIPELINES,
response_model=PipelineResponseModel,
)
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
"""
return self._get_resource(
resource_id=pipeline_id,
route=PIPELINES,
response_model=PipelineResponseModel,
)
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINES,
response_model=PipelineResponseModel,
filter_model=pipeline_filter_model,
)
def update_pipeline(
self, pipeline_id: UUID, pipeline_update: PipelineUpdateModel
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
"""
return self._update_resource(
resource_id=pipeline_id,
resource_update=pipeline_update,
route=PIPELINES,
response_model=PipelineResponseModel,
)
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
"""
self._delete_resource(
resource_id=pipeline_id,
route=PIPELINES,
)
# ---------
# Builds
# ---------
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
"""
return self._create_workspace_scoped_resource(
resource=build,
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
)
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
"""
return self._get_resource(
resource_id=build_id,
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
)
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
filter_model=build_filter_model,
)
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
"""
self._delete_resource(
resource_id=build_id,
route=PIPELINE_BUILDS,
)
# ----------------------
# Pipeline Deployments
# ----------------------
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
"""
return self._create_workspace_scoped_resource(
resource=deployment,
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
)
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
"""
return self._get_resource(
resource_id=deployment_id,
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
)
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
filter_model=deployment_filter_model,
)
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
"""
self._delete_resource(
resource_id=deployment_id,
route=PIPELINE_DEPLOYMENTS,
)
# ---------
# Schedules
# ---------
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
return self._create_workspace_scoped_resource(
resource=schedule,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
"""
return self._get_resource(
resource_id=schedule_id,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
return self._list_paginated_resources(
route=SCHEDULES,
response_model=ScheduleResponseModel,
filter_model=schedule_filter_model,
)
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
"""
return self._update_resource(
resource_id=schedule_id,
resource_update=schedule_update,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
"""
self._delete_resource(
resource_id=schedule_id,
route=SCHEDULES,
)
# --------------
# Pipeline runs
# --------------
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
"""
return self._create_workspace_scoped_resource(
resource=pipeline_run,
response_model=PipelineRunResponseModel,
route=RUNS,
)
def get_run(
self, run_name_or_id: Union[UUID, str]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
"""
return self._get_resource(
resource_id=run_name_or_id,
route=RUNS,
response_model=PipelineRunResponseModel,
)
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
return self._get_or_create_workspace_scoped_resource(
resource=pipeline_run,
route=RUNS,
response_model=PipelineRunResponseModel,
)
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
return self._list_paginated_resources(
route=RUNS,
response_model=PipelineRunResponseModel,
filter_model=runs_filter_model,
)
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
"""
return self._update_resource(
resource_id=run_id,
resource_update=run_update,
response_model=PipelineRunResponseModel,
route=RUNS,
)
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
"""
self._delete_resource(
resource_id=run_id,
route=RUNS,
)
# ------------------
# Pipeline run steps
# ------------------
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
"""
return self._create_resource(
resource=step_run,
response_model=StepRunResponseModel,
route=STEPS,
)
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
"""
return self._get_resource(
resource_id=step_run_id,
route=STEPS,
response_model=StepRunResponseModel,
)
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
return self._list_paginated_resources(
route=STEPS,
response_model=StepRunResponseModel,
filter_model=step_run_filter_model,
)
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
"""
return self._update_resource(
resource_id=step_run_id,
resource_update=step_run_update,
response_model=StepRunResponseModel,
route=STEPS,
)
# ---------
# Artifacts
# ---------
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
return self._create_resource(
resource=artifact,
response_model=ArtifactResponseModel,
route=ARTIFACTS,
)
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
"""
return self._get_resource(
resource_id=artifact_id,
route=ARTIFACTS,
response_model=ArtifactResponseModel,
)
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
return self._list_paginated_resources(
route=ARTIFACTS,
response_model=ArtifactResponseModel,
filter_model=artifact_filter_model,
)
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
"""
self._delete_resource(resource_id=artifact_id, route=ARTIFACTS)
# ------------
# Run Metadata
# ------------
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
route = f"{WORKSPACES}/{str(run_metadata.workspace)}{RUN_METADATA}"
response_body = self.post(f"{route}", body=run_metadata)
result: List[RunMetadataResponseModel] = []
if isinstance(response_body, list):
for metadata in response_body or []:
result.append(RunMetadataResponseModel.parse_obj(metadata))
return result
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
return self._list_paginated_resources(
route=RUN_METADATA,
response_model=RunMetadataResponseModel,
filter_model=run_metadata_filter_model,
)
# -----------------
# Code Repositories
# -----------------
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
"""
return self._create_workspace_scoped_resource(
resource=code_repository,
response_model=CodeRepositoryResponseModel,
route=CODE_REPOSITORIES,
)
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
"""
return self._get_resource(
resource_id=code_repository_id,
route=CODE_REPOSITORIES,
response_model=CodeRepositoryResponseModel,
)
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
return self._list_paginated_resources(
route=CODE_REPOSITORIES,
response_model=CodeRepositoryResponseModel,
filter_model=filter_model,
)
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
"""
return self._update_resource(
resource_id=code_repository_id,
resource_update=update,
response_model=CodeRepositoryResponseModel,
route=CODE_REPOSITORIES,
)
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
"""
self._delete_resource(
resource_id=code_repository_id, route=CODE_REPOSITORIES
)
# ------------------
# Service Connectors
# ------------------
def _populate_connector_type(
self,
*connector_models: Union[
ServiceConnectorResponseModel, ServiceConnectorResourcesModel
],
) -> None:
"""Populates or updates the connector type of the given connector or resource models.
If the connector type is not locally available, the connector type
field is left as is. The local and remote flags of the connector type
are updated accordingly.
Args:
connector_models: The service connector or resource models to
populate.
"""
for service_connector in connector_models:
# Mark the remote connector type as being only remotely available
if not isinstance(service_connector.connector_type, str):
service_connector.connector_type.local = False
service_connector.connector_type.remote = True
if not service_connector_registry.is_registered(
service_connector.type
):
continue
connector_type = (
service_connector_registry.get_service_connector_type(
service_connector.type
)
)
connector_type.local = True
if not isinstance(service_connector.connector_type, str):
connector_type.remote = True
service_connector.connector_type = connector_type
def create_service_connector(
self, service_connector: ServiceConnectorRequestModel
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
"""
connector_model = self._create_workspace_scoped_resource(
resource=service_connector,
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
)
self._populate_connector_type(connector_model)
return connector_model
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
"""
connector_model = self._get_resource(
resource_id=service_connector_id,
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
params={"expand_secrets": False},
)
self._populate_connector_type(connector_model)
return connector_model
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
connector_models = self._list_paginated_resources(
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
filter_model=filter_model,
params={"expand_secrets": False},
)
self._populate_connector_type(*connector_models.items)
return connector_models
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
"""
connector_model = self._update_resource(
resource_id=service_connector_id,
resource_update=update,
response_model=ServiceConnectorResponseModel,
route=SERVICE_CONNECTORS,
)
self._populate_connector_type(connector_model)
return connector_model
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
"""
self._delete_resource(
resource_id=service_connector_id, route=SERVICE_CONNECTORS
)
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector configuration has
access to.
"""
response_body = self.post(
f"{SERVICE_CONNECTORS}{SERVICE_CONNECTOR_VERIFY}",
body=service_connector,
params={"list_resources": list_resources},
)
resources = ServiceConnectorResourcesModel.parse_obj(response_body)
self._populate_connector_type(resources)
return resources
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
"""
params: Dict[str, Any] = {"list_resources": list_resources}
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.put(
f"{SERVICE_CONNECTORS}/{str(service_connector_id)}{SERVICE_CONNECTOR_VERIFY}",
params=params,
)
resources = ServiceConnectorResourcesModel.parse_obj(response_body)
self._populate_connector_type(resources)
return resources
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
"""
params = {}
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.get(
f"{SERVICE_CONNECTORS}/{str(service_connector_id)}{SERVICE_CONNECTOR_CLIENT}",
params=params,
)
connector = ServiceConnectorResponseModel.parse_obj(response_body)
self._populate_connector_type(connector)
return connector
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
params = {}
if connector_type:
params["connector_type"] = connector_type
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.get(
f"{WORKSPACES}/{workspace_name_or_id}{SERVICE_CONNECTORS}{SERVICE_CONNECTOR_RESOURCES}",
params=params,
)
assert isinstance(response_body, list)
resource_list = [
ServiceConnectorResourcesModel.parse_obj(item)
for item in response_body
]
self._populate_connector_type(*resource_list)
# For service connectors with types that are only locally available,
# we need to retrieve the resource list locally
for idx, resources in enumerate(resource_list):
if isinstance(resources.connector_type, str):
# Skip connector types that are neither locally nor remotely
# available
continue
if resources.connector_type.remote:
# Skip connector types that are remotely available
continue
# Retrieve the resource list locally
assert resources.id is not None
connector = self.get_service_connector(resources.id)
connector_instance = (
service_connector_registry.instantiate_connector(
model=connector
)
)
try:
local_resources = connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
)
except (ValueError, AuthorizationException) as e:
logger.error(
f'Failed to fetch {resource_type or "available"} '
f"resources from service connector {connector.name}/"
f"{connector.id}: {e}"
)
continue
resource_list[idx] = local_resources
return resource_list
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
params = {}
if connector_type:
params["connector_type"] = connector_type
if resource_type:
params["resource_type"] = resource_type
if auth_method:
params["auth_method"] = auth_method
response_body = self.get(
SERVICE_CONNECTOR_TYPES,
params=params,
)
assert isinstance(response_body, list)
remote_connector_types = [
ServiceConnectorTypeModel.parse_obj(item) for item in response_body
]
# Mark the remote connector types as being only remotely available
for c in remote_connector_types:
c.local = False
c.remote = True
local_connector_types = (
service_connector_registry.list_service_connector_types(
connector_type=connector_type,
resource_type=resource_type,
auth_method=auth_method,
)
)
# Add the connector types in the local registry to the list of
# connector types available remotely. Overwrite those that have
# the same connector type but mark them as being remotely available.
connector_types_map = {
connector_type.connector_type: connector_type
for connector_type in remote_connector_types
}
for connector in local_connector_types:
if connector.connector_type in connector_types_map:
connector.remote = True
connector_types_map[connector.connector_type] = connector
return list(connector_types_map.values())
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
"""
# Use the local registry to get the service connector type, if it
# exists.
local_connector_type: Optional[ServiceConnectorTypeModel] = None
if service_connector_registry.is_registered(connector_type):
local_connector_type = (
service_connector_registry.get_service_connector_type(
connector_type
)
)
try:
response_body = self.get(
f"{SERVICE_CONNECTOR_TYPES}/{connector_type}",
)
remote_connector_type = ServiceConnectorTypeModel.parse_obj(
response_body
)
if local_connector_type:
# If locally available, return the local connector type but
# mark it as being remotely available.
local_connector_type.remote = True
return local_connector_type
# Mark the remote connector type as being only remotely available
remote_connector_type.local = False
remote_connector_type.remote = True
return remote_connector_type
except KeyError:
# If the service connector type is not found, check the local
# registry.
return service_connector_registry.get_service_connector_type(
connector_type
)
#########
# Model
#########
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
"""
return self._create_workspace_scoped_resource(
resource=model,
response_model=ModelResponseModel,
route=MODELS,
)
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
"""
self._delete_resource(resource_id=model_name_or_id, route=MODELS)
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Returns:
The updated model.
"""
return self._update_resource(
resource_id=model_id,
resource_update=model_update,
route=MODELS,
response_model=ModelResponseModel,
)
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Returns:
The model of interest.
"""
return self._get_resource(
resource_id=model_name_or_id,
route=MODELS,
response_model=ModelResponseModel,
)
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
return self._list_paginated_resources(
route=MODELS,
response_model=ModelResponseModel,
filter_model=model_filter_model,
)
#################
# Model Versions
#################
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
"""
return self._create_workspace_scoped_resource(
resource=model_version,
response_model=ModelVersionResponseModel,
route=f"{MODELS}/{model_version.model}{MODEL_VERSIONS}",
)
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
"""
self._delete_resource(
resource_id=model_version_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}",
)
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
"""
return self._get_resource(
resource_id=model_version_name_or_number_or_id
or LATEST_MODEL_VERSION_PLACEHOLDER,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
params={
"is_number": isinstance(
model_version_name_or_number_or_id, int
)
},
)
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_filter_model.model_id}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
filter_model=model_version_filter_model,
)
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
"""
return self._update_resource(
resource_id=model_version_id,
resource_update=model_version_update_model,
route=f"{MODELS}/{model_version_update_model.model}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
)
###########################
# Model Versions Artifacts
###########################
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
"""
return self._create_workspace_scoped_resource(
resource=model_version_artifact_link,
response_model=ModelVersionArtifactResponseModel,
route=f"{MODELS}/{model_version_artifact_link.model}{MODEL_VERSIONS}/{model_version_artifact_link.model_version}{ARTIFACTS}",
)
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_artifact_link_filter_model.model_id}{MODEL_VERSIONS}/{model_version_artifact_link_filter_model.model_version_id}{ARTIFACTS}",
response_model=ModelVersionArtifactResponseModel,
filter_model=model_version_artifact_link_filter_model,
)
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
"""
self._delete_resource(
resource_id=model_version_artifact_link_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}/{model_version_name_or_id}{ARTIFACTS}",
)
###############################
# Model Versions Pipeline Runs
###############################
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
return self._create_workspace_scoped_resource(
resource=model_version_pipeline_run_link,
response_model=ModelVersionPipelineRunResponseModel,
route=f"{MODELS}/{model_version_pipeline_run_link.model}{MODEL_VERSIONS}/{model_version_pipeline_run_link.model_version}{RUNS}",
)
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_pipeline_run_link_filter_model.model_id}{MODEL_VERSIONS}/{model_version_pipeline_run_link_filter_model.model_version_id}{RUNS}",
response_model=ModelVersionPipelineRunResponseModel,
filter_model=model_version_pipeline_run_link_filter_model,
)
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
"""
self._delete_resource(
resource_id=model_version_pipeline_run_link_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}/{model_version_name_or_id}{RUNS}",
)
# ------------------
# Authorized Devices
# ------------------
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
"""
return self._get_resource(
resource_id=device_id,
route=DEVICES,
response_model=OAuthDeviceResponseModel,
)
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
return self._list_paginated_resources(
route=DEVICES,
response_model=OAuthDeviceResponseModel,
filter_model=filter_model,
)
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
"""
return self._update_resource(
resource_id=device_id,
resource_update=update,
response_model=OAuthDeviceResponseModel,
route=DEVICES,
)
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
"""
self._delete_resource(resource_id=device_id, route=DEVICES)
# -------------------
# Pipeline API Tokens
# -------------------
def get_api_token(
self,
pipeline_id: Optional[UUID] = None,
schedule_id: Optional[UUID] = None,
expires_minutes: Optional[int] = None,
) -> str:
"""Get an API token for a workload.
Args:
pipeline_id: The ID of the pipeline to get a token for.
schedule_id: The ID of the schedule to get a token for.
expires_minutes: The number of minutes for which the token should
be valid. If not provided, the token will be valid indefinitely.
Returns:
The API token.
Raises:
ValueError: if the server response is not valid.
"""
params: Dict[str, Any] = {}
if pipeline_id:
params["pipeline_id"] = pipeline_id
if schedule_id:
params["schedule_id"] = schedule_id
if expires_minutes:
params["expires_minutes"] = expires_minutes
response_body = self.get(API_TOKEN, params=params)
if not isinstance(response_body, str):
raise ValueError(
f"Bad API Response. Expected API token, got "
f"{type(response_body)}"
)
return response_body
# =======================
# Internal helper methods
# =======================
def _get_auth_token(self) -> str:
"""Get the authentication token for the REST store.
Returns:
The authentication token.
Raises:
ValueError: if the response from the server isn't in the right
format.
"""
if self._api_token is None:
# Check if the API token is already stored in the config
if self.config.api_token:
self._api_token = self.config.api_token
# Check if the username and password are provided in the config
elif (
self.config.username is not None
and self.config.password is not None
):
response = self._handle_response(
requests.post(
self.url + API + VERSION_1 + LOGIN,
data={
"username": self.config.username,
"password": self.config.password,
},
verify=self.config.verify_ssl,
timeout=self.config.http_timeout,
)
)
if (
not isinstance(response, dict)
or "access_token" not in response
):
raise ValueError(
f"Bad API Response. Expected access token dict, got "
f"{type(response)}"
)
self._api_token = response["access_token"]
self.config.api_token = self._api_token
else:
raise ValueError(
"No API token or username/password provided. Please "
"provide either a token or a username and password in "
"the ZenStore config."
)
return self._api_token
@property
def session(self) -> requests.Session:
"""Authenticate to the ZenML server.
Returns:
A requests session with the authentication token.
"""
if self._session is None:
if self.config.verify_ssl is False:
urllib3.disable_warnings(
urllib3.exceptions.InsecureRequestWarning
)
self._session = requests.Session()
self._session.verify = self.config.verify_ssl
token = self._get_auth_token()
self._session.headers.update({"Authorization": "Bearer " + token})
logger.debug("Authenticated to ZenML server.")
return self._session
def clear_session(self) -> None:
"""Clear the authentication session and any cached API tokens."""
self._session = None
self._api_token = None
# Clear the configured API token only if it's possible to fetch a new
# one from the server using other credentials (username/password).
if (
self.config.username is not None
and self.config.password is not None
):
self.config.api_token = None
@staticmethod
def _handle_response(response: requests.Response) -> Json:
"""Handle API response, translating http status codes to Exception.
Args:
response: The response to handle.
Returns:
The parsed response.
Raises:
ValueError: if the response is not in the right format.
RuntimeError: if an error response is received from the server
and a more specific exception cannot be determined.
exc: the exception converted from an error response, if one
is returned from the server.
"""
if 200 <= response.status_code < 300:
try:
payload: Json = response.json()
return payload
except requests.exceptions.JSONDecodeError:
raise ValueError(
"Bad response from API. Expected json, got\n"
f"{response.text}"
)
elif response.status_code >= 400:
exc = exception_from_response(response)
if exc is not None:
raise exc
else:
raise RuntimeError(
f"{response.status_code} HTTP Error received from server: "
f"{response.text}"
)
else:
raise RuntimeError(
"Error retrieving from API. Got response "
f"{response.status_code} with body:\n{response.text}"
)
def _request(
self,
method: str,
url: str,
params: Optional[Dict[str, Any]] = None,
**kwargs: Any,
) -> Json:
"""Make a request to the REST API.
Args:
method: The HTTP method to use.
url: The URL to request.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The parsed response.
Raises:
AuthorizationException: if the request fails due to an expired
authentication token.
"""
params = {k: str(v) for k, v in params.items()} if params else {}
self.session.headers.update(
{source_context.name: source_context.get().value}
)
try:
return self._handle_response(
self.session.request(
method,
url,
params=params,
verify=self.config.verify_ssl,
timeout=self.config.http_timeout,
**kwargs,
)
)
except AuthorizationException:
# The authentication token could have expired; refresh it and try
# again. This will clear any cached token and trigger a new
# authentication flow.
self.clear_session()
logger.info("Authentication token expired; refreshing...")
try:
return self._handle_response(
self.session.request(
method,
url,
params=params,
verify=self.config.verify_ssl,
timeout=self.config.http_timeout,
**kwargs,
)
)
except AuthorizationException:
logger.info(
"Your authentication token has expired. Please re-authenticate."
)
raise
def get(
self, path: str, params: Optional[Dict[str, Any]] = None, **kwargs: Any
) -> Json:
"""Make a GET request to the given endpoint path.
Args:
path: The path to the endpoint.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending GET request to {path}...")
return self._request(
"GET", self.url + API + VERSION_1 + path, params=params, **kwargs
)
def delete(
self, path: str, params: Optional[Dict[str, Any]] = None, **kwargs: Any
) -> Json:
"""Make a DELETE request to the given endpoint path.
Args:
path: The path to the endpoint.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending DELETE request to {path}...")
return self._request(
"DELETE",
self.url + API + VERSION_1 + path,
params=params,
**kwargs,
)
def post(
self,
path: str,
body: BaseModel,
params: Optional[Dict[str, Any]] = None,
**kwargs: Any,
) -> Json:
"""Make a POST request to the given endpoint path.
Args:
path: The path to the endpoint.
body: The body to send.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending POST request to {path}...")
return self._request(
"POST",
self.url + API + VERSION_1 + path,
data=body.json(),
params=params,
**kwargs,
)
def put(
self,
path: str,
body: Optional[BaseModel] = None,
params: Optional[Dict[str, Any]] = None,
**kwargs: Any,
) -> Json:
"""Make a PUT request to the given endpoint path.
Args:
path: The path to the endpoint.
body: The body to send.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending PUT request to {path}...")
data = body.json(exclude_unset=True) if body else None
return self._request(
"PUT",
self.url + API + VERSION_1 + path,
data=data,
params=params,
**kwargs,
)
def _create_resource(
self,
resource: BaseRequestModel,
response_model: Type[AnyResponseModel],
route: str,
params: Optional[Dict[str, Any]] = None,
) -> AnyResponseModel:
"""Create a new resource.
Args:
resource: The resource to create.
route: The resource REST API route to use.
response_model: Optional model to use to deserialize the response
body. If not provided, the resource class itself will be used.
params: Optional query parameters to pass to the endpoint.
Returns:
The created resource.
"""
response_body = self.post(f"{route}", body=resource, params=params)
return response_model.parse_obj(response_body)
def _create_workspace_scoped_resource(
self,
resource: WorkspaceScopedRequestModel,
response_model: Type[AnyResponseModel],
route: str,
params: Optional[Dict[str, Any]] = None,
) -> AnyResponseModel:
"""Create a new workspace scoped resource.
Args:
resource: The resource to create.
route: The resource REST API route to use.
response_model: Optional model to use to deserialize the response
body. If not provided, the resource class itself will be used.
params: Optional query parameters to pass to the endpoint.
Returns:
The created resource.
"""
return self._create_resource(
resource=resource,
response_model=response_model,
route=f"{WORKSPACES}/{str(resource.workspace)}{route}",
params=params,
)
def _get_or_create_resource(
self,
resource: BaseRequestModel,
response_model: Type[AnyResponseModel],
route: str,
params: Optional[Dict[str, Any]] = None,
) -> Tuple[AnyResponseModel, bool]:
"""Get or create a resource.
Args:
resource: The resource to get or create.
route: The resource REST API route to use.
response_model: Optional model to use to deserialize the response
body. If not provided, the resource class itself will be used.
params: Optional query parameters to pass to the endpoint.
Returns:
The created resource, and a boolean indicating whether the resource
was created or not.
Raises:
ValueError: If the response body is not a list with 2 elements
where the first element is the resource and the second element
a boolean indicating whether the resource was created or not.
"""
response_body = self.post(
f"{route}{GET_OR_CREATE}",
body=resource,
params=params,
)
if not isinstance(response_body, list):
raise ValueError(
f"Expected a list response from the {route}{GET_OR_CREATE} "
f"endpoint but got {type(response_body)} instead."
)
if len(response_body) != 2:
raise ValueError(
f"Expected a list response with 2 elements from the "
f"{route}{GET_OR_CREATE} endpoint but got {len(response_body)} "
f"elements instead."
)
model_json, was_created = response_body
if not isinstance(was_created, bool):
raise ValueError(
f"Expected a boolean as the second element of the list "
f"response from the {route}{GET_OR_CREATE} endpoint but got "
f"{type(was_created)} instead."
)
return response_model.parse_obj(model_json), was_created
def _get_or_create_workspace_scoped_resource(
self,
resource: WorkspaceScopedRequestModel,
response_model: Type[AnyResponseModel],
route: str,
params: Optional[Dict[str, Any]] = None,
) -> Tuple[AnyResponseModel, bool]:
"""Get or create a workspace scoped resource.
Args:
resource: The resource to get or create.
route: The resource REST API route to use.
response_model: Optional model to use to deserialize the response
body. If not provided, the resource class itself will be used.
params: Optional query parameters to pass to the endpoint.
Returns:
The created resource, and a boolean indicating whether the resource
was created or not.
"""
return self._get_or_create_resource(
resource=resource,
response_model=response_model,
route=f"{WORKSPACES}/{str(resource.workspace)}{route}",
params=params,
)
def _get_resource(
self,
resource_id: Union[str, int, UUID],
route: str,
response_model: Type[AnyResponseModel],
params: Optional[Dict[str, Any]] = None,
) -> AnyResponseModel:
"""Retrieve a single resource.
Args:
resource_id: The ID of the resource to retrieve.
route: The resource REST API route to use.
response_model: Model to use to serialize the response body.
params: Optional query parameters to pass to the endpoint.
Returns:
The retrieved resource.
"""
body = self.get(f"{route}/{str(resource_id)}", params=params)
return response_model.parse_obj(body)
def _list_paginated_resources(
self,
route: str,
response_model: Type[AnyResponseModel],
filter_model: BaseFilterModel,
params: Optional[Dict[str, Any]] = None,
) -> Page[AnyResponseModel]:
"""Retrieve a list of resources filtered by some criteria.
Args:
route: The resource REST API route to use.
response_model: Model to use to serialize the response body.
filter_model: The filter model to use for the list query.
params: Optional query parameters to pass to the endpoint.
Returns:
List of retrieved resources matching the filter criteria.
Raises:
ValueError: If the value returned by the server is not a list.
"""
# leave out filter params that are not supplied
params = params or {}
params.update(filter_model.dict(exclude_none=True))
body = self.get(f"{route}", params=params)
if not isinstance(body, dict):
raise ValueError(
f"Bad API Response. Expected list, got {type(body)}"
)
# The initial page of items will be of type BaseResponseModel
page_of_items: Page[AnyResponseModel] = Page.parse_obj(body)
# So these items will be parsed into their correct types like here
page_of_items.items = [
response_model.parse_obj(generic_item)
for generic_item in page_of_items.items
]
return page_of_items
def _list_resources(
self,
route: str,
response_model: Type[AnyResponseModel],
**filters: Any,
) -> List[AnyResponseModel]:
"""Retrieve a list of resources filtered by some criteria.
Args:
route: The resource REST API route to use.
response_model: Model to use to serialize the response body.
filters: Filter parameters to use in the query.
Returns:
List of retrieved resources matching the filter criteria.
Raises:
ValueError: If the value returned by the server is not a list.
"""
# leave out filter params that are not supplied
params = dict(filter(lambda x: x[1] is not None, filters.items()))
body = self.get(f"{route}", params=params)
if not isinstance(body, list):
raise ValueError(
f"Bad API Response. Expected list, got {type(body)}"
)
return [response_model.parse_obj(entry) for entry in body]
def _update_resource(
self,
resource_id: UUID,
resource_update: BaseModel,
response_model: Type[AnyResponseModel],
route: str,
params: Optional[Dict[str, Any]] = None,
) -> AnyResponseModel:
"""Update an existing resource.
Args:
resource_id: The id of the resource to update.
resource_update: The resource update.
response_model: Optional model to use to deserialize the response
body. If not provided, the resource class itself will be used.
route: The resource REST API route to use.
params: Optional query parameters to pass to the endpoint.
Returns:
The updated resource.
"""
response_body = self.put(
f"{route}/{str(resource_id)}", body=resource_update, params=params
)
return response_model.parse_obj(response_body)
def _delete_resource(
self, resource_id: Union[str, UUID], route: str
) -> None:
"""Delete a resource.
Args:
resource_id: The ID of the resource to delete.
route: The resource REST API route to use.
"""
self.delete(f"{route}/{str(resource_id)}")
session: Session
property
readonly
Authenticate to the ZenML server.
Returns:
| Type | Description |
|---|---|
Session |
A requests session with the authentication token. |
CONFIG_TYPE (StoreConfiguration)
pydantic-model
REST ZenML store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
StoreType |
The type of the store. |
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The configuration of the secrets store to use. This defaults to a REST secrets store that extends the REST ZenML store. |
username |
Optional[str] |
The username to use to connect to the Zen server. |
password |
Optional[str] |
The password to use to connect to the Zen server. |
verify_ssl |
Union[bool, str] |
Either a boolean, in which case it controls whether we verify the server's TLS certificate, or a string, in which case it must be a path to a CA bundle to use or the CA bundle value itself. |
http_timeout |
int |
The timeout to use for all requests. |
Source code in zenml/zen_stores/rest_zen_store.py
class RestZenStoreConfiguration(StoreConfiguration):
"""REST ZenML store configuration.
Attributes:
type: The type of the store.
secrets_store: The configuration of the secrets store to use.
This defaults to a REST secrets store that extends the REST ZenML
store.
username: The username to use to connect to the Zen server.
password: The password to use to connect to the Zen server.
verify_ssl: Either a boolean, in which case it controls whether we
verify the server's TLS certificate, or a string, in which case it
must be a path to a CA bundle to use or the CA bundle value itself.
http_timeout: The timeout to use for all requests.
"""
type: StoreType = StoreType.REST
secrets_store: Optional[SecretsStoreConfiguration] = None
username: Optional[str] = None
password: Optional[str] = None
api_token: Optional[str] = None
verify_ssl: Union[bool, str] = True
http_timeout: int = DEFAULT_HTTP_TIMEOUT
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store uses an associated REST secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
Raises:
ValueError: If the secrets store is not of type REST.
"""
if secrets_store is None:
secrets_store = RestSecretsStoreConfiguration()
elif secrets_store.type != SecretsStoreType.REST:
raise ValueError(
"The secrets store associated with a REST zen store must be "
f"of type REST, but is of type {secrets_store.type}."
)
return secrets_store
@root_validator
def validate_credentials(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validates the credentials provided in the values dictionary.
Args:
values: A dictionary containing the values to be validated.
Raises:
ValueError: If neither api_token nor username is set.
Returns:
The values dictionary.
"""
# Check if the values dictionary contains either an api_token or a
# username as non-empty strings.
if values.get("api_token") or values.get("username"):
return values
else:
raise ValueError(
"Neither api_token nor username is set in the store config."
)
@validator("url")
def validate_url(cls, url: str) -> str:
"""Validates that the URL is a well-formed REST store URL.
Args:
url: The URL to be validated.
Returns:
The validated URL without trailing slashes.
Raises:
ValueError: If the URL is not a well-formed REST store URL.
"""
url = url.rstrip("/")
scheme = re.search("^([a-z0-9]+://)", url)
if scheme is None or scheme.group() not in ("https://", "http://"):
raise ValueError(
"Invalid URL for REST store: {url}. Should be in the form "
"https://hostname[:port] or http://hostname[:port]."
)
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
return url
@validator("verify_ssl")
def validate_verify_ssl(
cls, verify_ssl: Union[bool, str]
) -> Union[bool, str]:
"""Validates that the verify_ssl either points to a file or is a bool.
Args:
verify_ssl: The verify_ssl value to be validated.
Returns:
The validated verify_ssl value.
"""
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
if isinstance(verify_ssl, bool) or verify_ssl.startswith(
str(secret_folder)
):
return verify_ssl
if os.path.isfile(verify_ssl):
with open(verify_ssl, "r") as f:
verify_ssl = f.read()
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, "ca_bundle.pem")
with open(file_path, "w") as f:
f.write(verify_ssl)
file_path.chmod(0o600)
verify_ssl = str(file_path)
return verify_ssl
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return urlparse(url).scheme in ("http", "https")
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
if isinstance(self.verify_ssl, str) and os.path.isfile(
self.verify_ssl
):
with open(self.verify_ssl, "r") as f:
self.verify_ssl = f.read()
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, RestZenStoreConfiguration)
assert config.api_token is not None
config = config.copy(exclude={"username", "password"}, deep=True)
# Load the certificate values back into the configuration
config.expand_certificates()
return config
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the `verify_ssl` attribute can be expanded to the contents
# of the certificate file.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/rest_zen_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the `verify_ssl` attribute can be expanded to the contents
# of the certificate file.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
copy_configuration(config, config_path, load_config_path=None)
classmethod
Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can be loaded using a different configuration path or in the context of a new environment, such as a container image.
The configuration files accompanying the store configuration are also copied to the new configuration path (e.g. certificates etc.).
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
StoreConfiguration |
The store configuration to copy. |
required |
config_path |
str |
new path where the configuration copy will be loaded from. |
required |
load_config_path |
Optional[pathlib.PurePath] |
absolute path that will be used to load the copied
configuration. This can be set to a value different from
|
None |
Returns:
| Type | Description |
|---|---|
StoreConfiguration |
A new store configuration object that reflects the new configuration path. |
Source code in zenml/zen_stores/rest_zen_store.py
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, RestZenStoreConfiguration)
assert config.api_token is not None
config = config.copy(exclude={"username", "password"}, deep=True)
# Load the certificate values back into the configuration
config.expand_certificates()
return config
expand_certificates(self)
Expands the certificates in the verify_ssl field.
Source code in zenml/zen_stores/rest_zen_store.py
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
if isinstance(self.verify_ssl, str) and os.path.isfile(
self.verify_ssl
):
with open(self.verify_ssl, "r") as f:
self.verify_ssl = f.read()
supports_url_scheme(url)
classmethod
Check if a URL scheme is supported by this store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to check. |
required |
Returns:
| Type | Description |
|---|---|
bool |
True if the URL scheme is supported, False otherwise. |
Source code in zenml/zen_stores/rest_zen_store.py
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return urlparse(url).scheme in ("http", "https")
validate_credentials(values)
classmethod
Validates the credentials provided in the values dictionary.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
values |
Dict[str, Any] |
A dictionary containing the values to be validated. |
required |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If neither api_token nor username is set. |
Returns:
| Type | Description |
|---|---|
Dict[str, Any] |
The values dictionary. |
Source code in zenml/zen_stores/rest_zen_store.py
@root_validator
def validate_credentials(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validates the credentials provided in the values dictionary.
Args:
values: A dictionary containing the values to be validated.
Raises:
ValueError: If neither api_token nor username is set.
Returns:
The values dictionary.
"""
# Check if the values dictionary contains either an api_token or a
# username as non-empty strings.
if values.get("api_token") or values.get("username"):
return values
else:
raise ValueError(
"Neither api_token nor username is set in the store config."
)
validate_secrets_store(secrets_store)
classmethod
Ensures that the secrets store uses an associated REST secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The secrets store config to be validated. |
required |
Returns:
| Type | Description |
|---|---|
SecretsStoreConfiguration |
The validated secrets store config. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the secrets store is not of type REST. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store uses an associated REST secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
Raises:
ValueError: If the secrets store is not of type REST.
"""
if secrets_store is None:
secrets_store = RestSecretsStoreConfiguration()
elif secrets_store.type != SecretsStoreType.REST:
raise ValueError(
"The secrets store associated with a REST zen store must be "
f"of type REST, but is of type {secrets_store.type}."
)
return secrets_store
validate_url(url)
classmethod
Validates that the URL is a well-formed REST store URL.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to be validated. |
required |
Returns:
| Type | Description |
|---|---|
str |
The validated URL without trailing slashes. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the URL is not a well-formed REST store URL. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("url")
def validate_url(cls, url: str) -> str:
"""Validates that the URL is a well-formed REST store URL.
Args:
url: The URL to be validated.
Returns:
The validated URL without trailing slashes.
Raises:
ValueError: If the URL is not a well-formed REST store URL.
"""
url = url.rstrip("/")
scheme = re.search("^([a-z0-9]+://)", url)
if scheme is None or scheme.group() not in ("https://", "http://"):
raise ValueError(
"Invalid URL for REST store: {url}. Should be in the form "
"https://hostname[:port] or http://hostname[:port]."
)
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
return url
validate_verify_ssl(verify_ssl)
classmethod
Validates that the verify_ssl either points to a file or is a bool.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
verify_ssl |
Union[bool, str] |
The verify_ssl value to be validated. |
required |
Returns:
| Type | Description |
|---|---|
Union[bool, str] |
The validated verify_ssl value. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("verify_ssl")
def validate_verify_ssl(
cls, verify_ssl: Union[bool, str]
) -> Union[bool, str]:
"""Validates that the verify_ssl either points to a file or is a bool.
Args:
verify_ssl: The verify_ssl value to be validated.
Returns:
The validated verify_ssl value.
"""
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
if isinstance(verify_ssl, bool) or verify_ssl.startswith(
str(secret_folder)
):
return verify_ssl
if os.path.isfile(verify_ssl):
with open(verify_ssl, "r") as f:
verify_ssl = f.read()
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, "ca_bundle.pem")
with open(file_path, "w") as f:
f.write(verify_ssl)
file_path.chmod(0o600)
verify_ssl = str(file_path)
return verify_ssl
clear_session(self)
Clear the authentication session and any cached API tokens.
Source code in zenml/zen_stores/rest_zen_store.py
def clear_session(self) -> None:
"""Clear the authentication session and any cached API tokens."""
self._session = None
self._api_token = None
# Clear the configured API token only if it's possible to fetch a new
# one from the server using other credentials (username/password).
if (
self.config.username is not None
and self.config.password is not None
):
self.config.api_token = None
create_artifact(self, artifact)
Creates an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact |
ArtifactRequestModel |
The artifact to create. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The created artifact. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
return self._create_resource(
resource=artifact,
response_model=ArtifactResponseModel,
route=ARTIFACTS,
)
create_build(self, build)
Creates a new build in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build |
PipelineBuildRequestModel |
The build to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The newly created build. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
"""
return self._create_workspace_scoped_resource(
resource=build,
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
)
create_code_repository(self, code_repository)
Creates a new code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository |
CodeRepositoryRequestModel |
Code repository to be created. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The newly created code repository. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
"""
return self._create_workspace_scoped_resource(
resource=code_repository,
response_model=CodeRepositoryResponseModel,
route=CODE_REPOSITORIES,
)
create_deployment(self, deployment)
Creates a new deployment in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment |
PipelineDeploymentRequestModel |
The deployment to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The newly created deployment. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
"""
return self._create_workspace_scoped_resource(
resource=deployment,
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
)
create_flavor(self, flavor)
Creates a new stack component flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor |
FlavorRequestModel |
The stack component flavor to create. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The newly created flavor. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_flavor(self, flavor: FlavorRequestModel) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
"""
return self._create_resource(
resource=flavor,
route=FLAVORS,
response_model=FlavorResponseModel,
)
create_model(self, model)
Creates a new model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
ModelRequestModel |
the Model to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The newly created model. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
"""
return self._create_workspace_scoped_resource(
resource=model,
response_model=ModelResponseModel,
route=MODELS,
)
create_model_version(self, model_version)
Creates a new model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version |
ModelVersionRequestModel |
the Model Version to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The newly created model version. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
"""
return self._create_workspace_scoped_resource(
resource=model_version,
response_model=ModelVersionResponseModel,
route=f"{MODELS}/{model_version.model}{MODEL_VERSIONS}",
)
create_model_version_artifact_link(self, model_version_artifact_link)
Creates a new model version link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link |
ModelVersionArtifactRequestModel |
the Model Version to Artifact Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionArtifactResponseModel |
The newly created model version to artifact link. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
"""
return self._create_workspace_scoped_resource(
resource=model_version_artifact_link,
response_model=ModelVersionArtifactResponseModel,
route=f"{MODELS}/{model_version_artifact_link.model}{MODEL_VERSIONS}/{model_version_artifact_link.model_version}{ARTIFACTS}",
)
create_model_version_pipeline_run_link(self, model_version_pipeline_run_link)
Creates a new model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link |
ModelVersionPipelineRunRequestModel |
the Model Version to Pipeline Run Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionPipelineRunResponseModel |
|
Source code in zenml/zen_stores/rest_zen_store.py
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
return self._create_workspace_scoped_resource(
resource=model_version_pipeline_run_link,
response_model=ModelVersionPipelineRunResponseModel,
route=f"{MODELS}/{model_version_pipeline_run_link.model}{MODEL_VERSIONS}/{model_version_pipeline_run_link.model_version}{RUNS}",
)
create_pipeline(self, pipeline)
Creates a new pipeline in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline |
PipelineRequestModel |
The pipeline to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The newly created pipeline. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_pipeline(
self, pipeline: PipelineRequestModel
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
"""
return self._create_workspace_scoped_resource(
resource=pipeline,
route=PIPELINES,
response_model=PipelineResponseModel,
)
create_role(self, role)
Creates a new role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role |
RoleRequestModel |
The role model to create. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The newly created role. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
"""
return self._create_resource(
resource=role,
route=ROLES,
response_model=RoleResponseModel,
)
create_run(self, pipeline_run)
Creates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The created pipeline run. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
"""
return self._create_workspace_scoped_resource(
resource=pipeline_run,
response_model=PipelineRunResponseModel,
route=RUNS,
)
create_run_metadata(self, run_metadata)
Creates run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata |
RunMetadataRequestModel |
The run metadata to create. |
required |
Returns:
| Type | Description |
|---|---|
List[zenml.models.run_metadata_models.RunMetadataResponseModel] |
The created run metadata. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
route = f"{WORKSPACES}/{str(run_metadata.workspace)}{RUN_METADATA}"
response_body = self.post(f"{route}", body=run_metadata)
result: List[RunMetadataResponseModel] = []
if isinstance(response_body, list):
for metadata in response_body or []:
result.append(RunMetadataResponseModel.parse_obj(metadata))
return result
create_run_step(self, step_run)
Creates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run |
StepRunRequestModel |
The step run to create. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The created step run. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
"""
return self._create_resource(
resource=step_run,
response_model=StepRunResponseModel,
route=STEPS,
)
create_schedule(self, schedule)
Creates a new schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule |
ScheduleRequestModel |
The schedule to create. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The newly created schedule. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
return self._create_workspace_scoped_resource(
resource=schedule,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
create_service_connector(self, service_connector)
Creates a new service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
Service connector to be created. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The newly created service connector. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_service_connector(
self, service_connector: ServiceConnectorRequestModel
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
"""
connector_model = self._create_workspace_scoped_resource(
resource=service_connector,
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
)
self._populate_connector_type(connector_model)
return connector_model
create_stack(self, stack)
Register a new stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack |
StackRequestModel |
The stack to register. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The registered stack. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Register a new stack.
Args:
stack: The stack to register.
Returns:
The registered stack.
"""
return self._create_workspace_scoped_resource(
resource=stack,
route=STACKS,
response_model=StackResponseModel,
)
create_stack_component(self, component)
Create a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component |
ComponentRequestModel |
The stack component to create. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The created stack component. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_stack_component(
self,
component: ComponentRequestModel,
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
"""
return self._create_workspace_scoped_resource(
resource=component,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
create_team(self, team)
Creates a new team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team |
TeamRequestModel |
The team model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The newly created team. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
"""
return self._create_resource(
resource=team,
route=TEAMS,
response_model=TeamResponseModel,
)
create_team_role_assignment(self, team_role_assignment)
Creates a new team role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment |
TeamRoleAssignmentRequestModel |
The role assignment model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The newly created role assignment. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
return self._create_resource(
resource=team_role_assignment,
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
)
create_user(self, user)
Creates a new user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user |
UserRequestModel |
User to be created. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The newly created user. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
"""
return self._create_resource(
resource=user,
route=USERS + "?assign_default_role=False",
response_model=UserResponseModel,
)
create_user_role_assignment(self, user_role_assignment)
Creates a new role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment |
UserRoleAssignmentRequestModel |
The role assignment to create. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The newly created workspace. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Creates a new role assignment.
Args:
user_role_assignment: The role assignment to create.
Returns:
The newly created workspace.
"""
return self._create_resource(
resource=user_role_assignment,
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
)
create_workspace(self, workspace)
Creates a new workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace |
WorkspaceRequestModel |
The workspace to create. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The newly created workspace. |
Source code in zenml/zen_stores/rest_zen_store.py
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
"""
return self._create_resource(
resource=workspace,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
delete(self, path, params=None, **kwargs)
Make a DELETE request to the given endpoint path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the endpoint. |
required |
params |
Optional[Dict[str, Any]] |
The query parameters to pass to the endpoint. |
None |
kwargs |
Any |
Additional keyword arguments to pass to the request. |
{} |
Returns:
| Type | Description |
|---|---|
Union[Dict[str, Any], List[Any], str, int, float, bool] |
The response body. |
Source code in zenml/zen_stores/rest_zen_store.py
def delete(
self, path: str, params: Optional[Dict[str, Any]] = None, **kwargs: Any
) -> Json:
"""Make a DELETE request to the given endpoint path.
Args:
path: The path to the endpoint.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending DELETE request to {path}...")
return self._request(
"DELETE",
self.url + API + VERSION_1 + path,
params=params,
**kwargs,
)
delete_artifact(self, artifact_id)
Deletes an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
"""
self._delete_resource(resource_id=artifact_id, route=ARTIFACTS)
delete_authorized_device(self, device_id)
Deletes an OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
"""
self._delete_resource(resource_id=device_id, route=DEVICES)
delete_build(self, build_id)
Deletes a build.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
The ID of the build to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
"""
self._delete_resource(
resource_id=build_id,
route=PIPELINE_BUILDS,
)
delete_code_repository(self, code_repository_id)
Deletes a code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
"""
self._delete_resource(
resource_id=code_repository_id, route=CODE_REPOSITORIES
)
delete_deployment(self, deployment_id)
Deletes a deployment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
The ID of the deployment to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
"""
self._delete_resource(
resource_id=deployment_id,
route=PIPELINE_DEPLOYMENTS,
)
delete_flavor(self, flavor_id)
Delete a stack component flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The ID of the stack component flavor to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a stack component flavor.
Args:
flavor_id: The ID of the stack component flavor to delete.
"""
self._delete_resource(
resource_id=flavor_id,
route=FLAVORS,
)
delete_model(self, model_name_or_id)
Deletes a model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be deleted. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
"""
self._delete_resource(resource_id=model_name_or_id, route=MODELS)
delete_model_version(self, model_name_or_id, model_version_name_or_id)
Deletes a model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or id of the model version to be deleted. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
"""
self._delete_resource(
resource_id=model_version_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}",
)
delete_model_version_artifact_link(self, model_name_or_id, model_version_name_or_id, model_version_artifact_link_name_or_id)
Deletes a model version to artifact link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_artifact_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to artifact link to be deleted. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
"""
self._delete_resource(
resource_id=model_version_artifact_link_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}/{model_version_name_or_id}{ARTIFACTS}",
)
delete_model_version_pipeline_run_link(self, model_name_or_id, model_version_name_or_id, model_version_pipeline_run_link_name_or_id)
Deletes a model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_pipeline_run_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to pipeline run link to be deleted. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
"""
self._delete_resource(
resource_id=model_version_pipeline_run_link_name_or_id,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}/{model_version_name_or_id}{RUNS}",
)
delete_pipeline(self, pipeline_id)
Deletes a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
"""
self._delete_resource(
resource_id=pipeline_id,
route=PIPELINES,
)
delete_role(self, role_name_or_id)
Deletes a role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
"""
self._delete_resource(
resource_id=role_name_or_id,
route=ROLES,
)
delete_run(self, run_id)
Deletes a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
"""
self._delete_resource(
resource_id=run_id,
route=RUNS,
)
delete_schedule(self, schedule_id)
Deletes a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
"""
self._delete_resource(
resource_id=schedule_id,
route=SCHEDULES,
)
delete_service_connector(self, service_connector_id)
Deletes a service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
"""
self._delete_resource(
resource_id=service_connector_id, route=SERVICE_CONNECTORS
)
delete_stack(self, stack_id)
Delete a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
"""
self._delete_resource(
resource_id=stack_id,
route=STACKS,
)
delete_stack_component(self, component_id)
Delete a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The ID of the stack component to delete.
"""
self._delete_resource(
resource_id=component_id,
route=STACK_COMPONENTS,
)
delete_team(self, team_name_or_id)
Deletes a team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
"""
self._delete_resource(
resource_id=team_name_or_id,
route=TEAMS,
)
delete_team_role_assignment(self, team_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
The ID of the specific role assignment |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
"""
self._delete_resource(
resource_id=team_role_assignment_id,
route=TEAM_ROLE_ASSIGNMENTS,
)
delete_user(self, user_name_or_id)
Deletes a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or ID of the user to delete.
"""
self._delete_resource(
resource_id=user_name_or_id,
route=USERS,
)
delete_user_role_assignment(self, user_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
The ID of the specific role assignment |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment
"""
self._delete_resource(
resource_id=user_role_assignment_id,
route=USER_ROLE_ASSIGNMENTS,
)
delete_workspace(self, workspace_name_or_id)
Deletes a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the workspace to delete. |
required |
Source code in zenml/zen_stores/rest_zen_store.py
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
"""
self._delete_resource(
resource_id=workspace_name_or_id,
route=WORKSPACES,
)
get(self, path, params=None, **kwargs)
Make a GET request to the given endpoint path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the endpoint. |
required |
params |
Optional[Dict[str, Any]] |
The query parameters to pass to the endpoint. |
None |
kwargs |
Any |
Additional keyword arguments to pass to the request. |
{} |
Returns:
| Type | Description |
|---|---|
Union[Dict[str, Any], List[Any], str, int, float, bool] |
The response body. |
Source code in zenml/zen_stores/rest_zen_store.py
def get(
self, path: str, params: Optional[Dict[str, Any]] = None, **kwargs: Any
) -> Json:
"""Make a GET request to the given endpoint path.
Args:
path: The path to the endpoint.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending GET request to {path}...")
return self._request(
"GET", self.url + API + VERSION_1 + path, params=params, **kwargs
)
get_api_token(self, pipeline_id=None, schedule_id=None, expires_minutes=None)
Get an API token for a workload.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
Optional[uuid.UUID] |
The ID of the pipeline to get a token for. |
None |
schedule_id |
Optional[uuid.UUID] |
The ID of the schedule to get a token for. |
None |
expires_minutes |
Optional[int] |
The number of minutes for which the token should be valid. If not provided, the token will be valid indefinitely. |
None |
Returns:
| Type | Description |
|---|---|
str |
The API token. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
if the server response is not valid. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_api_token(
self,
pipeline_id: Optional[UUID] = None,
schedule_id: Optional[UUID] = None,
expires_minutes: Optional[int] = None,
) -> str:
"""Get an API token for a workload.
Args:
pipeline_id: The ID of the pipeline to get a token for.
schedule_id: The ID of the schedule to get a token for.
expires_minutes: The number of minutes for which the token should
be valid. If not provided, the token will be valid indefinitely.
Returns:
The API token.
Raises:
ValueError: if the server response is not valid.
"""
params: Dict[str, Any] = {}
if pipeline_id:
params["pipeline_id"] = pipeline_id
if schedule_id:
params["schedule_id"] = schedule_id
if expires_minutes:
params["expires_minutes"] = expires_minutes
response_body = self.get(API_TOKEN, params=params)
if not isinstance(response_body, str):
raise ValueError(
f"Bad API Response. Expected API token, got "
f"{type(response_body)}"
)
return response_body
get_artifact(self, artifact_id)
Gets an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to get. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The artifact. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
"""
return self._get_resource(
resource_id=artifact_id,
route=ARTIFACTS,
response_model=ArtifactResponseModel,
)
get_authorized_device(self, device_id)
Gets a specific OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to get. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The requested device, if it was found. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
"""
return self._get_resource(
resource_id=device_id,
route=DEVICES,
response_model=OAuthDeviceResponseModel,
)
get_build(self, build_id)
Get a build with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
ID of the build. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The build. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
"""
return self._get_resource(
resource_id=build_id,
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
)
get_code_repository(self, code_repository_id)
Gets a specific code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to get. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The requested code repository, if it was found. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
"""
return self._get_resource(
resource_id=code_repository_id,
route=CODE_REPOSITORIES,
response_model=CodeRepositoryResponseModel,
)
get_deployment(self, deployment_id)
Get a deployment with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
ID of the deployment. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The deployment. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
"""
return self._get_resource(
resource_id=deployment_id,
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
)
get_deployment_id(self)
Get the ID of the deployment.
Returns:
| Type | Description |
|---|---|
UUID |
The ID of the deployment. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
"""
return self.get_store_info().id
get_flavor(self, flavor_id)
Get a stack component flavor by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The ID of the stack component flavor to get. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The stack component flavor. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a stack component flavor by ID.
Args:
flavor_id: The ID of the stack component flavor to get.
Returns:
The stack component flavor.
"""
return self._get_resource(
resource_id=flavor_id,
route=FLAVORS,
response_model=FlavorResponseModel,
)
get_model(self, model_name_or_id)
Get an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be retrieved. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The model of interest. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Returns:
The model of interest.
"""
return self._get_resource(
resource_id=model_name_or_id,
route=MODELS,
response_model=ModelResponseModel,
)
get_model_version(self, model_name_or_id, model_version_name_or_number_or_id=None)
Get an existing model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_number_or_id |
Union[str, int, uuid.UUID, zenml.enums.ModelStages] |
name, id, stage or number of the model version to be retrieved. If skipped latest version will be retrieved. |
None |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The model version of interest. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
"""
return self._get_resource(
resource_id=model_version_name_or_number_or_id
or LATEST_MODEL_VERSION_PLACEHOLDER,
route=f"{MODELS}/{model_name_or_id}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
params={
"is_number": isinstance(
model_version_name_or_number_or_id, int
)
},
)
get_or_create_run(self, pipeline_run)
Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned. Otherwise, a new run is created.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to get or create. |
required |
Returns:
| Type | Description |
|---|---|
Tuple[zenml.models.pipeline_run_models.PipelineRunResponseModel, bool] |
The pipeline run, and a boolean indicating whether the run was created or not. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
return self._get_or_create_workspace_scoped_resource(
resource=pipeline_run,
route=RUNS,
response_model=PipelineRunResponseModel,
)
get_pipeline(self, pipeline_id)
Get a pipeline with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
ID of the pipeline. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The pipeline. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
"""
return self._get_resource(
resource_id=pipeline_id,
route=PIPELINES,
response_model=PipelineResponseModel,
)
get_role(self, role_name_or_id)
Gets a specific role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to get. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The requested role. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
"""
return self._get_resource(
resource_id=role_name_or_id,
route=ROLES,
response_model=RoleResponseModel,
)
get_run(self, run_name_or_id)
Gets a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_name_or_id |
Union[uuid.UUID, str] |
The name or ID of the pipeline run to get. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The pipeline run. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_run(
self, run_name_or_id: Union[UUID, str]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
"""
return self._get_resource(
resource_id=run_name_or_id,
route=RUNS,
response_model=PipelineRunResponseModel,
)
get_run_step(self, step_run_id)
Get a step run by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step run to get. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The step run. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
"""
return self._get_resource(
resource_id=step_run_id,
route=STEPS,
response_model=StepRunResponseModel,
)
get_schedule(self, schedule_id)
Get a schedule with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
ID of the schedule. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The schedule. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
"""
return self._get_resource(
resource_id=schedule_id,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
get_service_connector(self, service_connector_id)
Gets a specific service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to get. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The requested service connector, if it was found. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
"""
connector_model = self._get_resource(
resource_id=service_connector_id,
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
params={"expand_secrets": False},
)
self._populate_connector_type(connector_model)
return connector_model
get_service_connector_client(self, service_connector_id, resource_type=None, resource_id=None)
Get a service connector client for a service connector and given resource.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the base service connector to use. |
required |
resource_type |
Optional[str] |
The type of resource to get a client for. |
None |
resource_id |
Optional[str] |
The ID of the resource to get a client for. |
None |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
A service connector client that can be used to access the given resource. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
"""
params = {}
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.get(
f"{SERVICE_CONNECTORS}/{str(service_connector_id)}{SERVICE_CONNECTOR_CLIENT}",
params=params,
)
connector = ServiceConnectorResponseModel.parse_obj(response_body)
self._populate_connector_type(connector)
return connector
get_service_connector_type(self, connector_type)
Returns the requested service connector type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
str |
the service connector type identifier. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorTypeModel |
The requested service connector type. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
"""
# Use the local registry to get the service connector type, if it
# exists.
local_connector_type: Optional[ServiceConnectorTypeModel] = None
if service_connector_registry.is_registered(connector_type):
local_connector_type = (
service_connector_registry.get_service_connector_type(
connector_type
)
)
try:
response_body = self.get(
f"{SERVICE_CONNECTOR_TYPES}/{connector_type}",
)
remote_connector_type = ServiceConnectorTypeModel.parse_obj(
response_body
)
if local_connector_type:
# If locally available, return the local connector type but
# mark it as being remotely available.
local_connector_type.remote = True
return local_connector_type
# Mark the remote connector type as being only remotely available
remote_connector_type.local = False
remote_connector_type.remote = True
return remote_connector_type
except KeyError:
# If the service connector type is not found, check the local
# registry.
return service_connector_registry.get_service_connector_type(
connector_type
)
get_stack(self, stack_id)
Get a stack by its unique ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to get. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The stack with the given ID. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
"""
return self._get_resource(
resource_id=stack_id,
route=STACKS,
response_model=StackResponseModel,
)
get_stack_component(self, component_id)
Get a stack component by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to get. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The stack component. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
"""
return self._get_resource(
resource_id=component_id,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
get_store_info(self)
Get information about the server.
Returns:
| Type | Description |
|---|---|
ServerModel |
Information about the server. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_store_info(self) -> ServerModel:
"""Get information about the server.
Returns:
Information about the server.
"""
body = self.get(INFO)
return ServerModel.parse_obj(body)
get_team(self, team_name_or_id)
Gets a specific team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The requested team. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
"""
return self._get_resource(
resource_id=team_name_or_id,
route=TEAMS,
response_model=TeamResponseModel,
)
get_team_role_assignment(self, team_role_assignment_id)
Gets a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The requested role assignment. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
"""
return self._get_resource(
resource_id=team_role_assignment_id,
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
)
get_user(self, user_name_or_id=None, include_private=False)
Gets a specific user, when no id is specified the active user is returned.
The include_private parameter is ignored here as it is handled
implicitly by the /current-user endpoint that is queried when no
user_name_or_id is set. Raises a KeyError in case a user with that id
does not exist.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to get. |
None |
include_private |
bool |
Whether to include private user information |
False |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The requested user, if it was found. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
The `include_private` parameter is ignored here as it is handled
implicitly by the /current-user endpoint that is queried when no
user_name_or_id is set. Raises a KeyError in case a user with that id
does not exist.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
"""
if user_name_or_id:
return self._get_resource(
resource_id=user_name_or_id,
route=USERS,
response_model=UserResponseModel,
)
else:
body = self.get(CURRENT_USER)
return UserResponseModel.parse_obj(body)
get_user_role_assignment(self, user_role_assignment_id)
Get an existing role assignment by name or ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
Name or ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The requested workspace. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Get an existing role assignment by name or ID.
Args:
user_role_assignment_id: Name or ID of the role assignment to get.
Returns:
The requested workspace.
"""
return self._get_resource(
resource_id=user_role_assignment_id,
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
)
get_workspace(self, workspace_name_or_id)
Get an existing workspace by name or ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[uuid.UUID, str] |
Name or ID of the workspace to get. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The requested workspace. |
Source code in zenml/zen_stores/rest_zen_store.py
def get_workspace(
self, workspace_name_or_id: Union[UUID, str]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace.
"""
return self._get_resource(
resource_id=workspace_name_or_id,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
list_artifacts(self, artifact_filter_model)
List all artifacts matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_filter_model |
ArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ArtifactResponseModel] |
A list of all artifacts matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
return self._list_paginated_resources(
route=ARTIFACTS,
response_model=ArtifactResponseModel,
filter_model=artifact_filter_model,
)
list_authorized_devices(self, filter_model)
List all OAuth 2.0 authorized devices for a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
OAuthDeviceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[OAuthDeviceResponseModel] |
A page of all matching OAuth 2.0 authorized devices. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
return self._list_paginated_resources(
route=DEVICES,
response_model=OAuthDeviceResponseModel,
filter_model=filter_model,
)
list_builds(self, build_filter_model)
List all builds matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_filter_model |
PipelineBuildFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineBuildResponseModel] |
A page of all builds matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINE_BUILDS,
response_model=PipelineBuildResponseModel,
filter_model=build_filter_model,
)
list_code_repositories(self, filter_model)
List all code repositories.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
CodeRepositoryFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[CodeRepositoryResponseModel] |
A page of all code repositories. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
return self._list_paginated_resources(
route=CODE_REPOSITORIES,
response_model=CodeRepositoryResponseModel,
filter_model=filter_model,
)
list_deployments(self, deployment_filter_model)
List all deployments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_filter_model |
PipelineDeploymentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineDeploymentResponseModel] |
A page of all deployments matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINE_DEPLOYMENTS,
response_model=PipelineDeploymentResponseModel,
filter_model=deployment_filter_model,
)
list_flavors(self, flavor_filter_model)
List all stack component flavors matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_filter_model |
FlavorFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[FlavorResponseModel] |
List of all the stack component flavors matching the given criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params
Returns:
List of all the stack component flavors matching the given criteria.
"""
return self._list_paginated_resources(
route=FLAVORS,
response_model=FlavorResponseModel,
filter_model=flavor_filter_model,
)
list_model_version_artifact_links(self, model_version_artifact_link_filter_model)
Get all model version to artifact links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link_filter_model |
ModelVersionArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionArtifactResponseModel] |
A page of all model version to artifact links. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_artifact_link_filter_model.model_id}{MODEL_VERSIONS}/{model_version_artifact_link_filter_model.model_version_id}{ARTIFACTS}",
response_model=ModelVersionArtifactResponseModel,
filter_model=model_version_artifact_link_filter_model,
)
list_model_version_pipeline_run_links(self, model_version_pipeline_run_link_filter_model)
Get all model version to pipeline run links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link_filter_model |
ModelVersionPipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionPipelineRunResponseModel] |
A page of all model version to pipeline run links. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_pipeline_run_link_filter_model.model_id}{MODEL_VERSIONS}/{model_version_pipeline_run_link_filter_model.model_version_id}{RUNS}",
response_model=ModelVersionPipelineRunResponseModel,
filter_model=model_version_pipeline_run_link_filter_model,
)
list_model_versions(self, model_version_filter_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_filter_model |
ModelVersionFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionResponseModel] |
A page of all model versions. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
return self._list_paginated_resources(
route=f"{MODELS}/{model_version_filter_model.model_id}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
filter_model=model_version_filter_model,
)
list_models(self, model_filter_model)
Get all models by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_filter_model |
ModelFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelResponseModel] |
A page of all models. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
return self._list_paginated_resources(
route=MODELS,
response_model=ModelResponseModel,
filter_model=model_filter_model,
)
list_pipelines(self, pipeline_filter_model)
List all pipelines matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_filter_model |
PipelineFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineResponseModel] |
A list of all pipelines matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
return self._list_paginated_resources(
route=PIPELINES,
response_model=PipelineResponseModel,
filter_model=pipeline_filter_model,
)
list_roles(self, role_filter_model)
List all roles matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_filter_model |
RoleFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RoleResponseModel] |
A list of all roles matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
return self._list_paginated_resources(
route=ROLES,
response_model=RoleResponseModel,
filter_model=role_filter_model,
)
list_run_metadata(self, run_metadata_filter_model)
List run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata_filter_model |
RunMetadataFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RunMetadataResponseModel] |
The run metadata. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
return self._list_paginated_resources(
route=RUN_METADATA,
response_model=RunMetadataResponseModel,
filter_model=run_metadata_filter_model,
)
list_run_steps(self, step_run_filter_model)
List all step runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_filter_model |
StepRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[StepRunResponseModel] |
A list of all step runs matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
return self._list_paginated_resources(
route=STEPS,
response_model=StepRunResponseModel,
filter_model=step_run_filter_model,
)
list_runs(self, runs_filter_model)
List all pipeline runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
runs_filter_model |
PipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineRunResponseModel] |
A list of all pipeline runs matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
return self._list_paginated_resources(
route=RUNS,
response_model=PipelineRunResponseModel,
filter_model=runs_filter_model,
)
list_schedules(self, schedule_filter_model)
List all schedules in the workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_filter_model |
ScheduleFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[ScheduleResponseModel] |
A list of schedules. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
return self._list_paginated_resources(
route=SCHEDULES,
response_model=ScheduleResponseModel,
filter_model=schedule_filter_model,
)
list_service_connector_resources(self, user_name_or_id, workspace_name_or_id, connector_type=None, resource_type=None, resource_id=None)
List resources that can be accessed by service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to scope to. |
required |
workspace_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the workspace to scope to. |
required |
connector_type |
Optional[str] |
The type of service connector to scope to. |
None |
resource_type |
Optional[str] |
The type of resource to scope to. |
None |
resource_id |
Optional[str] |
The ID of the resource to scope to. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorResourcesModel] |
The matching list of resources that available service connectors have access to. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
params = {}
if connector_type:
params["connector_type"] = connector_type
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.get(
f"{WORKSPACES}/{workspace_name_or_id}{SERVICE_CONNECTORS}{SERVICE_CONNECTOR_RESOURCES}",
params=params,
)
assert isinstance(response_body, list)
resource_list = [
ServiceConnectorResourcesModel.parse_obj(item)
for item in response_body
]
self._populate_connector_type(*resource_list)
# For service connectors with types that are only locally available,
# we need to retrieve the resource list locally
for idx, resources in enumerate(resource_list):
if isinstance(resources.connector_type, str):
# Skip connector types that are neither locally nor remotely
# available
continue
if resources.connector_type.remote:
# Skip connector types that are remotely available
continue
# Retrieve the resource list locally
assert resources.id is not None
connector = self.get_service_connector(resources.id)
connector_instance = (
service_connector_registry.instantiate_connector(
model=connector
)
)
try:
local_resources = connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
)
except (ValueError, AuthorizationException) as e:
logger.error(
f'Failed to fetch {resource_type or "available"} '
f"resources from service connector {connector.name}/"
f"{connector.id}: {e}"
)
continue
resource_list[idx] = local_resources
return resource_list
list_service_connector_types(self, connector_type=None, resource_type=None, auth_method=None)
Get a list of service connector types.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
Optional[str] |
Filter by connector type. |
None |
resource_type |
Optional[str] |
Filter by resource type. |
None |
auth_method |
Optional[str] |
Filter by authentication method. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorTypeModel] |
List of service connector types. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
params = {}
if connector_type:
params["connector_type"] = connector_type
if resource_type:
params["resource_type"] = resource_type
if auth_method:
params["auth_method"] = auth_method
response_body = self.get(
SERVICE_CONNECTOR_TYPES,
params=params,
)
assert isinstance(response_body, list)
remote_connector_types = [
ServiceConnectorTypeModel.parse_obj(item) for item in response_body
]
# Mark the remote connector types as being only remotely available
for c in remote_connector_types:
c.local = False
c.remote = True
local_connector_types = (
service_connector_registry.list_service_connector_types(
connector_type=connector_type,
resource_type=resource_type,
auth_method=auth_method,
)
)
# Add the connector types in the local registry to the list of
# connector types available remotely. Overwrite those that have
# the same connector type but mark them as being remotely available.
connector_types_map = {
connector_type.connector_type: connector_type
for connector_type in remote_connector_types
}
for connector in local_connector_types:
if connector.connector_type in connector_types_map:
connector.remote = True
connector_types_map[connector.connector_type] = connector
return list(connector_types_map.values())
list_service_connectors(self, filter_model)
List all service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
ServiceConnectorFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ServiceConnectorResponseModel] |
A page of all service connectors. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
connector_models = self._list_paginated_resources(
route=SERVICE_CONNECTORS,
response_model=ServiceConnectorResponseModel,
filter_model=filter_model,
params={"expand_secrets": False},
)
self._populate_connector_type(*connector_models.items)
return connector_models
list_stack_components(self, component_filter_model)
List all stack components matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_filter_model |
ComponentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ComponentResponseModel] |
A list of all stack components matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
return self._list_paginated_resources(
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
filter_model=component_filter_model,
)
list_stacks(self, stack_filter_model)
List all stacks matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_filter_model |
StackFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[StackResponseModel] |
A list of all stacks matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stacks matching the filter criteria.
"""
return self._list_paginated_resources(
route=STACKS,
response_model=StackResponseModel,
filter_model=stack_filter_model,
)
list_team_role_assignments(self, team_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_filter_model |
TeamRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
return self._list_paginated_resources(
route=TEAM_ROLE_ASSIGNMENTS,
response_model=TeamRoleAssignmentResponseModel,
filter_model=team_role_assignment_filter_model,
)
list_teams(self, team_filter_model)
List all teams matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_filter_model |
TeamFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamResponseModel] |
A list of all teams matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
return self._list_paginated_resources(
route=TEAMS,
response_model=TeamResponseModel,
filter_model=team_filter_model,
)
list_user_role_assignments(self, user_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_filter_model |
UserRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
return self._list_paginated_resources(
route=USER_ROLE_ASSIGNMENTS,
response_model=UserRoleAssignmentResponseModel,
filter_model=user_role_assignment_filter_model,
)
list_users(self, user_filter_model)
List all users.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_filter_model |
UserFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserResponseModel] |
A list of all users. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
return self._list_paginated_resources(
route=USERS,
response_model=UserResponseModel,
filter_model=user_filter_model,
)
list_workspaces(self, workspace_filter_model)
List all workspace matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_filter_model |
WorkspaceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[WorkspaceResponseModel] |
A list of all workspace matching the filter criteria. |
Source code in zenml/zen_stores/rest_zen_store.py
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
return self._list_paginated_resources(
route=WORKSPACES,
response_model=WorkspaceResponseModel,
filter_model=workspace_filter_model,
)
post(self, path, body, params=None, **kwargs)
Make a POST request to the given endpoint path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the endpoint. |
required |
body |
BaseModel |
The body to send. |
required |
params |
Optional[Dict[str, Any]] |
The query parameters to pass to the endpoint. |
None |
kwargs |
Any |
Additional keyword arguments to pass to the request. |
{} |
Returns:
| Type | Description |
|---|---|
Union[Dict[str, Any], List[Any], str, int, float, bool] |
The response body. |
Source code in zenml/zen_stores/rest_zen_store.py
def post(
self,
path: str,
body: BaseModel,
params: Optional[Dict[str, Any]] = None,
**kwargs: Any,
) -> Json:
"""Make a POST request to the given endpoint path.
Args:
path: The path to the endpoint.
body: The body to send.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending POST request to {path}...")
return self._request(
"POST",
self.url + API + VERSION_1 + path,
data=body.json(),
params=params,
**kwargs,
)
put(self, path, body=None, params=None, **kwargs)
Make a PUT request to the given endpoint path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the endpoint. |
required |
body |
Optional[pydantic.main.BaseModel] |
The body to send. |
None |
params |
Optional[Dict[str, Any]] |
The query parameters to pass to the endpoint. |
None |
kwargs |
Any |
Additional keyword arguments to pass to the request. |
{} |
Returns:
| Type | Description |
|---|---|
Union[Dict[str, Any], List[Any], str, int, float, bool] |
The response body. |
Source code in zenml/zen_stores/rest_zen_store.py
def put(
self,
path: str,
body: Optional[BaseModel] = None,
params: Optional[Dict[str, Any]] = None,
**kwargs: Any,
) -> Json:
"""Make a PUT request to the given endpoint path.
Args:
path: The path to the endpoint.
body: The body to send.
params: The query parameters to pass to the endpoint.
kwargs: Additional keyword arguments to pass to the request.
Returns:
The response body.
"""
logger.debug(f"Sending PUT request to {path}...")
data = body.json(exclude_unset=True) if body else None
return self._request(
"PUT",
self.url + API + VERSION_1 + path,
data=data,
params=params,
**kwargs,
)
update_authorized_device(self, device_id, update)
Updates an existing OAuth 2.0 authorized device for internal use.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to update. |
required |
update |
OAuthDeviceUpdateModel |
The update to be applied to the device. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The updated OAuth 2.0 authorized device. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
"""
return self._update_resource(
resource_id=device_id,
resource_update=update,
response_model=OAuthDeviceResponseModel,
route=DEVICES,
)
update_code_repository(self, code_repository_id, update)
Updates an existing code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to update. |
required |
update |
CodeRepositoryUpdateModel |
The update to be applied to the code repository. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The updated code repository. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
"""
return self._update_resource(
resource_id=code_repository_id,
resource_update=update,
response_model=CodeRepositoryResponseModel,
route=CODE_REPOSITORIES,
)
update_flavor(self, flavor_id, flavor_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The id of the flavor to update. |
required |
flavor_update |
FlavorUpdateModel |
The update to be applied to the flavor. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The updated flavor. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
"""
return self._update_resource(
resource_id=flavor_id,
resource_update=flavor_update,
route=FLAVORS,
response_model=FlavorResponseModel,
)
update_model(self, model_id, model_update)
Updates an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_id |
UUID |
UUID of the model to be updated. |
required |
model_update |
ModelUpdateModel |
the Model to be updated. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The updated model. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Returns:
The updated model.
"""
return self._update_resource(
resource_id=model_id,
resource_update=model_update,
route=MODELS,
response_model=ModelResponseModel,
)
update_model_version(self, model_version_id, model_version_update_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_id |
UUID |
The ID of model version to be updated. |
required |
model_version_update_model |
ModelVersionUpdateModel |
The model version to be updated. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
An updated model version. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
"""
return self._update_resource(
resource_id=model_version_id,
resource_update=model_version_update_model,
route=f"{MODELS}/{model_version_update_model.model}{MODEL_VERSIONS}",
response_model=ModelVersionResponseModel,
)
update_pipeline(self, pipeline_id, pipeline_update)
Updates a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to be updated. |
required |
pipeline_update |
PipelineUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The updated pipeline. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_pipeline(
self, pipeline_id: UUID, pipeline_update: PipelineUpdateModel
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
"""
return self._update_resource(
resource_id=pipeline_id,
resource_update=pipeline_update,
route=PIPELINES,
response_model=PipelineResponseModel,
)
update_role(self, role_id, role_update)
Update an existing role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_id |
UUID |
The ID of the role to be updated. |
required |
role_update |
RoleUpdateModel |
The update to be applied to the role. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The updated role. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
"""
return self._update_resource(
resource_id=role_id,
resource_update=role_update,
route=ROLES,
response_model=RoleResponseModel,
)
update_run(self, run_id, run_update)
Updates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to update. |
required |
run_update |
PipelineRunUpdateModel |
The update to be applied to the pipeline run. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The updated pipeline run. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
"""
return self._update_resource(
resource_id=run_id,
resource_update=run_update,
response_model=PipelineRunResponseModel,
route=RUNS,
)
update_run_step(self, step_run_id, step_run_update)
Updates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step to update. |
required |
step_run_update |
StepRunUpdateModel |
The update to be applied to the step. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The updated step run. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
"""
return self._update_resource(
resource_id=step_run_id,
resource_update=step_run_update,
response_model=StepRunResponseModel,
route=STEPS,
)
update_schedule(self, schedule_id, schedule_update)
Updates a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to be updated. |
required |
schedule_update |
ScheduleUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The updated schedule. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
"""
return self._update_resource(
resource_id=schedule_id,
resource_update=schedule_update,
route=SCHEDULES,
response_model=ScheduleResponseModel,
)
update_service_connector(self, service_connector_id, update)
Updates an existing service connector.
The update model contains the fields to be updated. If a field value is set to None in the model, the field is not updated, but there are special rules concerning some fields:
- the
configurationandsecretsfields together represent a full valid configuration update, not just a partial update. If either is set (i.e. not None) in the update, their values are merged together and will replace the existing configuration and secrets values. - the
resource_idfield value is also a full replacement value: if set toNone, the resource ID is removed from the service connector. - the
expiration_secondsfield value is also a full replacement value: if set toNone, the expiration is removed from the service connector. - the
secret_idfield value in the update is ignored, given that secrets are managed internally by the ZenML store. - the
labelsfield is also a full labels update: if set (i.e. notNone), all existing labels are removed and replaced by the new labels in the update.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to update. |
required |
update |
ServiceConnectorUpdateModel |
The update to be applied to the service connector. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The updated service connector. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
"""
connector_model = self._update_resource(
resource_id=service_connector_id,
resource_update=update,
response_model=ServiceConnectorResponseModel,
route=SERVICE_CONNECTORS,
)
self._populate_connector_type(connector_model)
return connector_model
update_stack(self, stack_id, stack_update)
Update a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack update. |
required |
stack_update |
StackUpdateModel |
The update request on the stack. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The updated stack. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
"""
return self._update_resource(
resource_id=stack_id,
resource_update=stack_update,
route=STACKS,
response_model=StackResponseModel,
)
update_stack_component(self, component_id, component_update)
Update an existing stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to update. |
required |
component_update |
ComponentUpdateModel |
The update to be applied to the stack component. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The updated stack component. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_stack_component(
self,
component_id: UUID,
component_update: ComponentUpdateModel,
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
"""
return self._update_resource(
resource_id=component_id,
resource_update=component_update,
route=STACK_COMPONENTS,
response_model=ComponentResponseModel,
)
update_team(self, team_id, team_update)
Update an existing team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_id |
UUID |
The ID of the team to be updated. |
required |
team_update |
TeamUpdateModel |
The update to be applied to the team. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The updated team. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
"""
return self._update_resource(
resource_id=team_id,
resource_update=team_update,
route=TEAMS,
response_model=TeamResponseModel,
)
update_user(self, user_id, user_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_id |
UUID |
The id of the user to update. |
required |
user_update |
UserUpdateModel |
The update to be applied to the user. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The updated user. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
"""
return self._update_resource(
resource_id=user_id,
resource_update=user_update,
route=USERS,
response_model=UserResponseModel,
)
update_workspace(self, workspace_id, workspace_update)
Update an existing workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
UUID |
The ID of the workspace to be updated. |
required |
workspace_update |
WorkspaceUpdateModel |
The update to be applied to the workspace. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The updated workspace. |
Source code in zenml/zen_stores/rest_zen_store.py
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
"""
return self._update_resource(
resource_id=workspace_id,
resource_update=workspace_update,
route=WORKSPACES,
response_model=WorkspaceResponseModel,
)
verify_service_connector(self, service_connector_id, resource_type=None, resource_id=None, list_resources=True)
Verifies if a service connector instance has access to one or more resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to verify. |
required |
resource_type |
Optional[str] |
The type of resource to verify access to. |
None |
resource_id |
Optional[str] |
The ID of the resource to verify access to. |
None |
list_resources |
bool |
If True, the list of all resources accessible through the service connector and matching the supplied resource type and ID are returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector has access to, scoped to the supplied resource type and ID, if provided. |
Source code in zenml/zen_stores/rest_zen_store.py
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
"""
params: Dict[str, Any] = {"list_resources": list_resources}
if resource_type:
params["resource_type"] = resource_type
if resource_id:
params["resource_id"] = resource_id
response_body = self.put(
f"{SERVICE_CONNECTORS}/{str(service_connector_id)}{SERVICE_CONNECTOR_VERIFY}",
params=params,
)
resources = ServiceConnectorResourcesModel.parse_obj(response_body)
self._populate_connector_type(resources)
return resources
verify_service_connector_config(self, service_connector, list_resources=True)
Verifies if a service connector configuration has access to resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
The service connector configuration to verify. |
required |
list_resources |
bool |
If True, the list of all resources accessible through the service connector and matching the supplied resource type and ID are returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector configuration has access to. |
Source code in zenml/zen_stores/rest_zen_store.py
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector configuration has
access to.
"""
response_body = self.post(
f"{SERVICE_CONNECTORS}{SERVICE_CONNECTOR_VERIFY}",
body=service_connector,
params={"list_resources": list_resources},
)
resources = ServiceConnectorResourcesModel.parse_obj(response_body)
self._populate_connector_type(resources)
return resources
RestZenStoreConfiguration (StoreConfiguration)
pydantic-model
REST ZenML store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
StoreType |
The type of the store. |
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The configuration of the secrets store to use. This defaults to a REST secrets store that extends the REST ZenML store. |
username |
Optional[str] |
The username to use to connect to the Zen server. |
password |
Optional[str] |
The password to use to connect to the Zen server. |
verify_ssl |
Union[bool, str] |
Either a boolean, in which case it controls whether we verify the server's TLS certificate, or a string, in which case it must be a path to a CA bundle to use or the CA bundle value itself. |
http_timeout |
int |
The timeout to use for all requests. |
Source code in zenml/zen_stores/rest_zen_store.py
class RestZenStoreConfiguration(StoreConfiguration):
"""REST ZenML store configuration.
Attributes:
type: The type of the store.
secrets_store: The configuration of the secrets store to use.
This defaults to a REST secrets store that extends the REST ZenML
store.
username: The username to use to connect to the Zen server.
password: The password to use to connect to the Zen server.
verify_ssl: Either a boolean, in which case it controls whether we
verify the server's TLS certificate, or a string, in which case it
must be a path to a CA bundle to use or the CA bundle value itself.
http_timeout: The timeout to use for all requests.
"""
type: StoreType = StoreType.REST
secrets_store: Optional[SecretsStoreConfiguration] = None
username: Optional[str] = None
password: Optional[str] = None
api_token: Optional[str] = None
verify_ssl: Union[bool, str] = True
http_timeout: int = DEFAULT_HTTP_TIMEOUT
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store uses an associated REST secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
Raises:
ValueError: If the secrets store is not of type REST.
"""
if secrets_store is None:
secrets_store = RestSecretsStoreConfiguration()
elif secrets_store.type != SecretsStoreType.REST:
raise ValueError(
"The secrets store associated with a REST zen store must be "
f"of type REST, but is of type {secrets_store.type}."
)
return secrets_store
@root_validator
def validate_credentials(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validates the credentials provided in the values dictionary.
Args:
values: A dictionary containing the values to be validated.
Raises:
ValueError: If neither api_token nor username is set.
Returns:
The values dictionary.
"""
# Check if the values dictionary contains either an api_token or a
# username as non-empty strings.
if values.get("api_token") or values.get("username"):
return values
else:
raise ValueError(
"Neither api_token nor username is set in the store config."
)
@validator("url")
def validate_url(cls, url: str) -> str:
"""Validates that the URL is a well-formed REST store URL.
Args:
url: The URL to be validated.
Returns:
The validated URL without trailing slashes.
Raises:
ValueError: If the URL is not a well-formed REST store URL.
"""
url = url.rstrip("/")
scheme = re.search("^([a-z0-9]+://)", url)
if scheme is None or scheme.group() not in ("https://", "http://"):
raise ValueError(
"Invalid URL for REST store: {url}. Should be in the form "
"https://hostname[:port] or http://hostname[:port]."
)
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
return url
@validator("verify_ssl")
def validate_verify_ssl(
cls, verify_ssl: Union[bool, str]
) -> Union[bool, str]:
"""Validates that the verify_ssl either points to a file or is a bool.
Args:
verify_ssl: The verify_ssl value to be validated.
Returns:
The validated verify_ssl value.
"""
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
if isinstance(verify_ssl, bool) or verify_ssl.startswith(
str(secret_folder)
):
return verify_ssl
if os.path.isfile(verify_ssl):
with open(verify_ssl, "r") as f:
verify_ssl = f.read()
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, "ca_bundle.pem")
with open(file_path, "w") as f:
f.write(verify_ssl)
file_path.chmod(0o600)
verify_ssl = str(file_path)
return verify_ssl
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return urlparse(url).scheme in ("http", "https")
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
if isinstance(self.verify_ssl, str) and os.path.isfile(
self.verify_ssl
):
with open(self.verify_ssl, "r") as f:
self.verify_ssl = f.read()
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, RestZenStoreConfiguration)
assert config.api_token is not None
config = config.copy(exclude={"username", "password"}, deep=True)
# Load the certificate values back into the configuration
config.expand_certificates()
return config
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the `verify_ssl` attribute can be expanded to the contents
# of the certificate file.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/rest_zen_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the `verify_ssl` attribute can be expanded to the contents
# of the certificate file.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
copy_configuration(config, config_path, load_config_path=None)
classmethod
Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can be loaded using a different configuration path or in the context of a new environment, such as a container image.
The configuration files accompanying the store configuration are also copied to the new configuration path (e.g. certificates etc.).
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
StoreConfiguration |
The store configuration to copy. |
required |
config_path |
str |
new path where the configuration copy will be loaded from. |
required |
load_config_path |
Optional[pathlib.PurePath] |
absolute path that will be used to load the copied
configuration. This can be set to a value different from
|
None |
Returns:
| Type | Description |
|---|---|
StoreConfiguration |
A new store configuration object that reflects the new configuration path. |
Source code in zenml/zen_stores/rest_zen_store.py
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Create a copy of the store config using a different path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, RestZenStoreConfiguration)
assert config.api_token is not None
config = config.copy(exclude={"username", "password"}, deep=True)
# Load the certificate values back into the configuration
config.expand_certificates()
return config
expand_certificates(self)
Expands the certificates in the verify_ssl field.
Source code in zenml/zen_stores/rest_zen_store.py
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
if isinstance(self.verify_ssl, str) and os.path.isfile(
self.verify_ssl
):
with open(self.verify_ssl, "r") as f:
self.verify_ssl = f.read()
supports_url_scheme(url)
classmethod
Check if a URL scheme is supported by this store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to check. |
required |
Returns:
| Type | Description |
|---|---|
bool |
True if the URL scheme is supported, False otherwise. |
Source code in zenml/zen_stores/rest_zen_store.py
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return urlparse(url).scheme in ("http", "https")
validate_credentials(values)
classmethod
Validates the credentials provided in the values dictionary.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
values |
Dict[str, Any] |
A dictionary containing the values to be validated. |
required |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If neither api_token nor username is set. |
Returns:
| Type | Description |
|---|---|
Dict[str, Any] |
The values dictionary. |
Source code in zenml/zen_stores/rest_zen_store.py
@root_validator
def validate_credentials(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validates the credentials provided in the values dictionary.
Args:
values: A dictionary containing the values to be validated.
Raises:
ValueError: If neither api_token nor username is set.
Returns:
The values dictionary.
"""
# Check if the values dictionary contains either an api_token or a
# username as non-empty strings.
if values.get("api_token") or values.get("username"):
return values
else:
raise ValueError(
"Neither api_token nor username is set in the store config."
)
validate_secrets_store(secrets_store)
classmethod
Ensures that the secrets store uses an associated REST secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The secrets store config to be validated. |
required |
Returns:
| Type | Description |
|---|---|
SecretsStoreConfiguration |
The validated secrets store config. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the secrets store is not of type REST. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store uses an associated REST secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
Raises:
ValueError: If the secrets store is not of type REST.
"""
if secrets_store is None:
secrets_store = RestSecretsStoreConfiguration()
elif secrets_store.type != SecretsStoreType.REST:
raise ValueError(
"The secrets store associated with a REST zen store must be "
f"of type REST, but is of type {secrets_store.type}."
)
return secrets_store
validate_url(url)
classmethod
Validates that the URL is a well-formed REST store URL.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to be validated. |
required |
Returns:
| Type | Description |
|---|---|
str |
The validated URL without trailing slashes. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the URL is not a well-formed REST store URL. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("url")
def validate_url(cls, url: str) -> str:
"""Validates that the URL is a well-formed REST store URL.
Args:
url: The URL to be validated.
Returns:
The validated URL without trailing slashes.
Raises:
ValueError: If the URL is not a well-formed REST store URL.
"""
url = url.rstrip("/")
scheme = re.search("^([a-z0-9]+://)", url)
if scheme is None or scheme.group() not in ("https://", "http://"):
raise ValueError(
"Invalid URL for REST store: {url}. Should be in the form "
"https://hostname[:port] or http://hostname[:port]."
)
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
return url
validate_verify_ssl(verify_ssl)
classmethod
Validates that the verify_ssl either points to a file or is a bool.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
verify_ssl |
Union[bool, str] |
The verify_ssl value to be validated. |
required |
Returns:
| Type | Description |
|---|---|
Union[bool, str] |
The validated verify_ssl value. |
Source code in zenml/zen_stores/rest_zen_store.py
@validator("verify_ssl")
def validate_verify_ssl(
cls, verify_ssl: Union[bool, str]
) -> Union[bool, str]:
"""Validates that the verify_ssl either points to a file or is a bool.
Args:
verify_ssl: The verify_ssl value to be validated.
Returns:
The validated verify_ssl value.
"""
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
if isinstance(verify_ssl, bool) or verify_ssl.startswith(
str(secret_folder)
):
return verify_ssl
if os.path.isfile(verify_ssl):
with open(verify_ssl, "r") as f:
verify_ssl = f.read()
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, "ca_bundle.pem")
with open(file_path, "w") as f:
f.write(verify_ssl)
file_path.chmod(0o600)
verify_ssl = str(file_path)
return verify_ssl
schemas
special
SQL Model Implementations.
artifact_schemas
SQLModel implementation of artifact tables.
ArtifactSchema (NamedSchema)
pydantic-model
SQL Model for artifacts.
Source code in zenml/zen_stores/schemas/artifact_schemas.py
class ArtifactSchema(NamedSchema, table=True):
"""SQL Model for artifacts."""
__tablename__ = "artifact"
# Fields
type: ArtifactType
uri: str = Field(sa_column=Column(TEXT, nullable=False))
materializer: str = Field(sa_column=Column(TEXT, nullable=False))
data_type: str = Field(sa_column=Column(TEXT, nullable=False))
# Foreign keys
artifact_store_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackComponentSchema.__tablename__,
source_column="artifact_store_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
# Relationships
user: Optional["UserSchema"] = Relationship(back_populates="artifacts")
workspace: "WorkspaceSchema" = Relationship(back_populates="artifacts")
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="artifact",
sa_relationship_kwargs={"cascade": "delete"},
)
output_of_step_runs: List["StepRunOutputArtifactSchema"] = Relationship(
back_populates="artifact",
sa_relationship_kwargs={"cascade": "delete"},
)
input_of_step_runs: List["StepRunInputArtifactSchema"] = Relationship(
back_populates="artifact",
sa_relationship_kwargs={"cascade": "delete"},
)
visualizations: List["ArtifactVisualizationSchema"] = Relationship(
back_populates="artifact",
sa_relationship_kwargs={"cascade": "delete"},
)
model_versions_artifacts_links: List[
"ModelVersionArtifactSchema"
] = Relationship(
back_populates="artifact",
sa_relationship_kwargs={"cascade": "delete"},
)
@classmethod
def from_request(
cls, artifact_request: ArtifactRequestModel
) -> "ArtifactSchema":
"""Convert an `ArtifactRequestModel` to an `ArtifactSchema`.
Args:
artifact_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=artifact_request.name,
artifact_store_id=artifact_request.artifact_store_id,
workspace_id=artifact_request.workspace,
user_id=artifact_request.user,
type=artifact_request.type,
uri=artifact_request.uri,
materializer=artifact_request.materializer.json(),
data_type=artifact_request.data_type.json(),
)
def to_model(self) -> ArtifactResponseModel:
"""Convert an `ArtifactSchema` to an `ArtifactModel`.
Returns:
The created `ArtifactModel`.
"""
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
try:
materializer = Source.parse_raw(self.materializer)
except ValidationError:
# This is an old source which was simply an importable source path
materializer = Source.from_import_path(self.materializer)
try:
data_type = Source.parse_raw(self.data_type)
except ValidationError:
# This is an old source which was simply an importable source path
data_type = Source.from_import_path(self.data_type)
producer_step_run_id = None
if self.output_of_step_runs:
step_run = self.output_of_step_runs[0].step_run
if step_run.status == ExecutionStatus.COMPLETED:
producer_step_run_id = step_run.id
else:
producer_step_run_id = step_run.original_step_run_id
return ArtifactResponseModel(
id=self.id,
name=self.name,
artifact_store_id=self.artifact_store_id,
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
workspace=self.workspace.to_model(),
type=self.type,
uri=self.uri,
materializer=materializer,
data_type=data_type,
created=self.created,
updated=self.updated,
producer_step_run_id=producer_step_run_id,
metadata=metadata,
visualizations=[vis.to_model() for vis in self.visualizations],
)
from_request(artifact_request)
classmethod
Convert an ArtifactRequestModel to an ArtifactSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_request |
ArtifactRequestModel |
The request model to convert. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/artifact_schemas.py
@classmethod
def from_request(
cls, artifact_request: ArtifactRequestModel
) -> "ArtifactSchema":
"""Convert an `ArtifactRequestModel` to an `ArtifactSchema`.
Args:
artifact_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=artifact_request.name,
artifact_store_id=artifact_request.artifact_store_id,
workspace_id=artifact_request.workspace,
user_id=artifact_request.user,
type=artifact_request.type,
uri=artifact_request.uri,
materializer=artifact_request.materializer.json(),
data_type=artifact_request.data_type.json(),
)
to_model(self)
Convert an ArtifactSchema to an ArtifactModel.
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The created |
Source code in zenml/zen_stores/schemas/artifact_schemas.py
def to_model(self) -> ArtifactResponseModel:
"""Convert an `ArtifactSchema` to an `ArtifactModel`.
Returns:
The created `ArtifactModel`.
"""
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
try:
materializer = Source.parse_raw(self.materializer)
except ValidationError:
# This is an old source which was simply an importable source path
materializer = Source.from_import_path(self.materializer)
try:
data_type = Source.parse_raw(self.data_type)
except ValidationError:
# This is an old source which was simply an importable source path
data_type = Source.from_import_path(self.data_type)
producer_step_run_id = None
if self.output_of_step_runs:
step_run = self.output_of_step_runs[0].step_run
if step_run.status == ExecutionStatus.COMPLETED:
producer_step_run_id = step_run.id
else:
producer_step_run_id = step_run.original_step_run_id
return ArtifactResponseModel(
id=self.id,
name=self.name,
artifact_store_id=self.artifact_store_id,
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
workspace=self.workspace.to_model(),
type=self.type,
uri=self.uri,
materializer=materializer,
data_type=data_type,
created=self.created,
updated=self.updated,
producer_step_run_id=producer_step_run_id,
metadata=metadata,
visualizations=[vis.to_model() for vis in self.visualizations],
)
ArtifactVisualizationSchema (BaseSchema)
pydantic-model
SQL Model for visualizations of artifacts.
Source code in zenml/zen_stores/schemas/artifact_schemas.py
class ArtifactVisualizationSchema(BaseSchema, table=True):
"""SQL Model for visualizations of artifacts."""
__tablename__ = "artifact_visualization"
# Fields
type: VisualizationType
uri: str = Field(sa_column=Column(TEXT, nullable=False))
# Foreign Keys
artifact_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ArtifactSchema.__tablename__,
source_column="artifact_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
# Relationships
artifact: ArtifactSchema = Relationship(back_populates="visualizations")
@classmethod
def from_model(
cls, visualization: VisualizationModel, artifact_id: UUID
) -> "ArtifactVisualizationSchema":
"""Convert a `Visualization` to a `ArtifactVisualizationSchema`.
Args:
visualization: The visualization.
artifact_id: The ID of the artifact this visualization belongs to.
Returns:
The `ArtifactVisualizationSchema`.
"""
return cls(
type=visualization.type,
uri=visualization.uri,
artifact_id=artifact_id,
)
def to_model(self) -> VisualizationModel:
"""Convert an `ArtifactVisualizationSchema` to a `Visualization`.
Returns:
The `Visualization`.
"""
return VisualizationModel(type=self.type, uri=self.uri)
from_model(visualization, artifact_id)
classmethod
Convert a Visualization to a ArtifactVisualizationSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
visualization |
VisualizationModel |
The visualization. |
required |
artifact_id |
UUID |
The ID of the artifact this visualization belongs to. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactVisualizationSchema |
The |
Source code in zenml/zen_stores/schemas/artifact_schemas.py
@classmethod
def from_model(
cls, visualization: VisualizationModel, artifact_id: UUID
) -> "ArtifactVisualizationSchema":
"""Convert a `Visualization` to a `ArtifactVisualizationSchema`.
Args:
visualization: The visualization.
artifact_id: The ID of the artifact this visualization belongs to.
Returns:
The `ArtifactVisualizationSchema`.
"""
return cls(
type=visualization.type,
uri=visualization.uri,
artifact_id=artifact_id,
)
to_model(self)
Convert an ArtifactVisualizationSchema to a Visualization.
Returns:
| Type | Description |
|---|---|
VisualizationModel |
The |
Source code in zenml/zen_stores/schemas/artifact_schemas.py
def to_model(self) -> VisualizationModel:
"""Convert an `ArtifactVisualizationSchema` to a `Visualization`.
Returns:
The `Visualization`.
"""
return VisualizationModel(type=self.type, uri=self.uri)
base_schemas
Base classes for SQLModel schemas.
BaseSchema (SQLModel)
pydantic-model
Base SQL Model for ZenML entities.
Source code in zenml/zen_stores/schemas/base_schemas.py
class BaseSchema(SQLModel):
"""Base SQL Model for ZenML entities."""
id: UUID = Field(default_factory=uuid4, primary_key=True)
created: datetime = Field(default_factory=datetime.utcnow)
updated: datetime = Field(default_factory=datetime.utcnow)
NamedSchema (BaseSchema)
pydantic-model
Base Named SQL Model.
Source code in zenml/zen_stores/schemas/base_schemas.py
class NamedSchema(BaseSchema):
"""Base Named SQL Model."""
name: str
ShareableSchema (NamedSchema)
pydantic-model
Base shareable SQL Model.
Source code in zenml/zen_stores/schemas/base_schemas.py
class ShareableSchema(NamedSchema):
"""Base shareable SQL Model."""
is_shared: bool
code_repository_schemas
SQL Model Implementations for code repositories.
CodeReferenceSchema (BaseSchema)
pydantic-model
SQL Model for code references.
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
class CodeReferenceSchema(BaseSchema, table=True):
"""SQL Model for code references."""
__tablename__ = "code_reference"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship()
code_repository_id: UUID = build_foreign_key_field(
source=__tablename__,
target=CodeRepositorySchema.__tablename__,
source_column="code_repository_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
code_repository: "CodeRepositorySchema" = Relationship()
commit: str
subdirectory: str
@classmethod
def from_request(
cls, request: "CodeReferenceRequestModel", workspace_id: UUID
) -> "CodeReferenceSchema":
"""Convert a `CodeReferenceRequestModel` to a `CodeReferenceSchema`.
Args:
request: The request model to convert.
workspace_id: The workspace ID.
Returns:
The converted schema.
"""
return cls(
workspace_id=workspace_id,
commit=request.commit,
subdirectory=request.subdirectory,
code_repository_id=request.code_repository,
)
def to_model(
self,
) -> "CodeReferenceResponseModel":
"""Convert a `CodeReferenceSchema` to a `CodeReferenceResponseModel`.
Returns:
The converted model.
"""
return CodeReferenceResponseModel(
id=self.id,
created=self.created,
updated=self.updated,
commit=self.commit,
subdirectory=self.subdirectory,
code_repository=self.code_repository.to_model(),
)
from_request(request, workspace_id)
classmethod
Convert a CodeReferenceRequestModel to a CodeReferenceSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
CodeReferenceRequestModel |
The request model to convert. |
required |
workspace_id |
UUID |
The workspace ID. |
required |
Returns:
| Type | Description |
|---|---|
CodeReferenceSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
@classmethod
def from_request(
cls, request: "CodeReferenceRequestModel", workspace_id: UUID
) -> "CodeReferenceSchema":
"""Convert a `CodeReferenceRequestModel` to a `CodeReferenceSchema`.
Args:
request: The request model to convert.
workspace_id: The workspace ID.
Returns:
The converted schema.
"""
return cls(
workspace_id=workspace_id,
commit=request.commit,
subdirectory=request.subdirectory,
code_repository_id=request.code_repository,
)
to_model(self)
Convert a CodeReferenceSchema to a CodeReferenceResponseModel.
Returns:
| Type | Description |
|---|---|
CodeReferenceResponseModel |
The converted model. |
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
def to_model(
self,
) -> "CodeReferenceResponseModel":
"""Convert a `CodeReferenceSchema` to a `CodeReferenceResponseModel`.
Returns:
The converted model.
"""
return CodeReferenceResponseModel(
id=self.id,
created=self.created,
updated=self.updated,
commit=self.commit,
subdirectory=self.subdirectory,
code_repository=self.code_repository.to_model(),
)
CodeRepositorySchema (NamedSchema)
pydantic-model
SQL Model for code repositories.
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
class CodeRepositorySchema(NamedSchema, table=True):
"""SQL Model for code repositories."""
__tablename__ = "code_repository"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(
back_populates="code_repositories"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(
back_populates="code_repositories"
)
config: str = Field(sa_column=Column(TEXT, nullable=False))
source: str = Field(sa_column=Column(TEXT, nullable=False))
logo_url: Optional[str] = Field()
description: Optional[str] = Field(sa_column=Column(TEXT, nullable=True))
@classmethod
def from_request(
cls,
request: "CodeRepositoryRequestModel",
) -> "CodeRepositorySchema":
"""Convert a `CodeRepositoryRequestModel` to a `CodeRepositorySchema`.
Args:
request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=request.name,
workspace_id=request.workspace,
user_id=request.user,
config=json.dumps(request.config),
source=request.source.json(),
description=request.description,
logo_url=request.logo_url,
)
def to_model(
self,
) -> "CodeRepositoryResponseModel":
"""Convert a `CodeRepositorySchema` to a `CodeRepositoryResponseModel`.
Returns:
The created CodeRepositoryResponseModel.
"""
return CodeRepositoryResponseModel(
id=self.id,
name=self.name,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
created=self.created,
updated=self.updated,
config=json.loads(self.config),
source=json.loads(self.source),
description=self.description,
logo_url=self.logo_url,
)
def update(
self, update: "CodeRepositoryUpdateModel"
) -> "CodeRepositorySchema":
"""Update a `CodeRepositorySchema` with a `CodeRepositoryUpdateModel`.
Args:
update: The update model.
Returns:
The updated `CodeRepositorySchema`.
"""
if update.name:
self.name = update.name
if update.description:
self.description = update.description
if update.logo_url:
self.logo_url = update.logo_url
self.updated = datetime.utcnow()
return self
from_request(request)
classmethod
Convert a CodeRepositoryRequestModel to a CodeRepositorySchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
CodeRepositoryRequestModel |
The request model to convert. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositorySchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
@classmethod
def from_request(
cls,
request: "CodeRepositoryRequestModel",
) -> "CodeRepositorySchema":
"""Convert a `CodeRepositoryRequestModel` to a `CodeRepositorySchema`.
Args:
request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=request.name,
workspace_id=request.workspace,
user_id=request.user,
config=json.dumps(request.config),
source=request.source.json(),
description=request.description,
logo_url=request.logo_url,
)
to_model(self)
Convert a CodeRepositorySchema to a CodeRepositoryResponseModel.
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The created CodeRepositoryResponseModel. |
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
def to_model(
self,
) -> "CodeRepositoryResponseModel":
"""Convert a `CodeRepositorySchema` to a `CodeRepositoryResponseModel`.
Returns:
The created CodeRepositoryResponseModel.
"""
return CodeRepositoryResponseModel(
id=self.id,
name=self.name,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
created=self.created,
updated=self.updated,
config=json.loads(self.config),
source=json.loads(self.source),
description=self.description,
logo_url=self.logo_url,
)
update(self, update)
Update a CodeRepositorySchema with a CodeRepositoryUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
update |
CodeRepositoryUpdateModel |
The update model. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositorySchema |
The updated |
Source code in zenml/zen_stores/schemas/code_repository_schemas.py
def update(
self, update: "CodeRepositoryUpdateModel"
) -> "CodeRepositorySchema":
"""Update a `CodeRepositorySchema` with a `CodeRepositoryUpdateModel`.
Args:
update: The update model.
Returns:
The updated `CodeRepositorySchema`.
"""
if update.name:
self.name = update.name
if update.description:
self.description = update.description
if update.logo_url:
self.logo_url = update.logo_url
self.updated = datetime.utcnow()
return self
component_schemas
SQL Model Implementations for Stack Components.
StackComponentSchema (ShareableSchema)
pydantic-model
SQL Model for stack components.
Source code in zenml/zen_stores/schemas/component_schemas.py
class StackComponentSchema(ShareableSchema, table=True):
"""SQL Model for stack components."""
__tablename__ = "stack_component"
type: StackComponentType
flavor: str
configuration: bytes
labels: Optional[bytes]
component_spec_path: Optional[str]
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="components")
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="components")
stacks: List["StackSchema"] = Relationship(
back_populates="components", link_model=StackCompositionSchema
)
schedules: List["ScheduleSchema"] = Relationship(
back_populates="orchestrator",
)
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="stack_component",
)
run_or_step_logs: Optional["LogsSchema"] = Relationship(
back_populates="artifact_store",
sa_relationship_kwargs={"cascade": "delete", "uselist": False},
)
connector_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=ServiceConnectorSchema.__tablename__,
source_column="connector_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
connector: Optional["ServiceConnectorSchema"] = Relationship(
back_populates="components"
)
connector_resource_id: Optional[str]
def update(
self, component_update: ComponentUpdateModel
) -> "StackComponentSchema":
"""Updates a `StackSchema` from a `ComponentUpdateModel`.
Args:
component_update: The `ComponentUpdateModel` to update from.
Returns:
The updated `StackComponentSchema`.
"""
for field, value in component_update.dict(
exclude_unset=True, exclude={"workspace", "user", "connector"}
).items():
if field == "configuration":
self.configuration = base64.b64encode(
json.dumps(component_update.configuration).encode("utf-8")
)
elif field == "labels":
self.labels = base64.b64encode(
json.dumps(component_update.labels).encode("utf-8")
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(
self,
) -> "ComponentResponseModel":
"""Creates a `ComponentModel` from an instance of a `StackSchema`.
Returns:
A `ComponentModel`
"""
return ComponentResponseModel(
id=self.id,
name=self.name,
type=self.type,
flavor=self.flavor,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
connector=self.connector.to_model() if self.connector else None,
connector_resource_id=self.connector_resource_id,
is_shared=self.is_shared,
configuration=json.loads(
base64.b64decode(self.configuration).decode()
),
labels=json.loads(base64.b64decode(self.labels).decode())
if self.labels
else None,
component_spec_path=self.component_spec_path,
created=self.created,
updated=self.updated,
)
to_model(self)
Creates a ComponentModel from an instance of a StackSchema.
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
A |
Source code in zenml/zen_stores/schemas/component_schemas.py
def to_model(
self,
) -> "ComponentResponseModel":
"""Creates a `ComponentModel` from an instance of a `StackSchema`.
Returns:
A `ComponentModel`
"""
return ComponentResponseModel(
id=self.id,
name=self.name,
type=self.type,
flavor=self.flavor,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
connector=self.connector.to_model() if self.connector else None,
connector_resource_id=self.connector_resource_id,
is_shared=self.is_shared,
configuration=json.loads(
base64.b64decode(self.configuration).decode()
),
labels=json.loads(base64.b64decode(self.labels).decode())
if self.labels
else None,
component_spec_path=self.component_spec_path,
created=self.created,
updated=self.updated,
)
update(self, component_update)
Updates a StackSchema from a ComponentUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_update |
ComponentUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
StackComponentSchema |
The updated |
Source code in zenml/zen_stores/schemas/component_schemas.py
def update(
self, component_update: ComponentUpdateModel
) -> "StackComponentSchema":
"""Updates a `StackSchema` from a `ComponentUpdateModel`.
Args:
component_update: The `ComponentUpdateModel` to update from.
Returns:
The updated `StackComponentSchema`.
"""
for field, value in component_update.dict(
exclude_unset=True, exclude={"workspace", "user", "connector"}
).items():
if field == "configuration":
self.configuration = base64.b64encode(
json.dumps(component_update.configuration).encode("utf-8")
)
elif field == "labels":
self.labels = base64.b64encode(
json.dumps(component_update.labels).encode("utf-8")
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
device_schemas
SQLModel implementation for authorized OAuth2 devices.
OAuthDeviceSchema (BaseSchema)
pydantic-model
SQL Model for authorized OAuth2 devices.
Source code in zenml/zen_stores/schemas/device_schemas.py
class OAuthDeviceSchema(BaseSchema, table=True):
"""SQL Model for authorized OAuth2 devices."""
__tablename__ = "auth_devices"
client_id: UUID
user_code: str
device_code: str
status: OAuthDeviceStatus
failed_auth_attempts: int = 0
expires: Optional[datetime] = None
last_login: Optional[datetime] = None
trusted_device: bool = False
os: Optional[str] = None
ip_address: Optional[str] = None
hostname: Optional[str] = None
python_version: Optional[str] = None
zenml_version: Optional[str] = None
city: Optional[str] = None
region: Optional[str] = None
country: Optional[str] = None
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="auth_devices")
@classmethod
def _generate_user_code(cls) -> str:
"""Generate a user code for an OAuth2 device.
Returns:
The generated user code.
"""
return token_hex(16)
@classmethod
def _generate_device_code(cls) -> str:
"""Generate a device code.
Returns:
The generated device code.
"""
return token_hex(32)
@classmethod
def _get_hashed_code(cls, code: str) -> str:
"""Hashes the input code and returns the hash value.
Args:
code: The code value to hash.
Returns:
The code hash value.
"""
context = CryptContext(schemes=["bcrypt"], deprecated="auto")
return context.hash(code)
@classmethod
def from_request(
cls, request: OAuthDeviceInternalRequestModel
) -> Tuple["OAuthDeviceSchema", str, str]:
"""Create an authorized device DB entry from a device authorization request.
Args:
request: The device authorization request.
Returns:
The created `OAuthDeviceSchema`, the user code and the device code.
"""
user_code = cls._generate_user_code()
device_code = cls._generate_device_code()
hashed_user_code = cls._get_hashed_code(user_code)
hashed_device_code = cls._get_hashed_code(device_code)
now = datetime.utcnow()
return (
cls(
client_id=request.client_id,
user_code=hashed_user_code,
device_code=hashed_device_code,
status=OAuthDeviceStatus.PENDING,
failed_auth_attempts=0,
expires=now + timedelta(seconds=request.expires_in),
os=request.os,
ip_address=request.ip_address,
hostname=request.hostname,
python_version=request.python_version,
zenml_version=request.zenml_version,
city=request.city,
region=request.region,
country=request.country,
created=now,
updated=now,
),
user_code,
device_code,
)
def update(
self, device_update: OAuthDeviceUpdateModel
) -> "OAuthDeviceSchema":
"""Update an authorized device from a device update model.
Args:
device_update: The device update model.
Returns:
The updated `OAuthDeviceSchema`.
"""
for field, value in device_update.dict(exclude_unset=True).items():
if hasattr(self, field):
setattr(self, field, value)
if device_update.locked is True:
self.status = OAuthDeviceStatus.LOCKED
elif device_update.locked is False:
self.status = OAuthDeviceStatus.ACTIVE
self.updated = datetime.utcnow()
return self
def internal_update(
self, device_update: OAuthDeviceInternalUpdateModel
) -> Tuple["OAuthDeviceSchema", Optional[str], Optional[str]]:
"""Update an authorized device from an internal device update model.
Args:
device_update: The internal device update model.
Returns:
The updated `OAuthDeviceSchema` and the new user code and device
code, if they were generated.
"""
now = datetime.utcnow()
user_code: Optional[str] = None
device_code: Optional[str] = None
# This call also takes care of setting fields that have the same
# name in the internal model and the schema.
self.update(device_update)
if device_update.expires_in is not None:
if device_update.expires_in <= 0:
self.expires = None
else:
self.expires = now + timedelta(
seconds=device_update.expires_in
)
if device_update.update_last_login:
self.last_login = now
if device_update.generate_new_codes:
user_code = self._generate_user_code()
device_code = self._generate_device_code()
self.user_code = self._get_hashed_code(user_code)
self.device_code = self._get_hashed_code(device_code)
self.updated = now
return self, user_code, device_code
def to_model(self) -> OAuthDeviceResponseModel:
"""Convert a device schema to a device response model.
Returns:
The converted device response model.
"""
return OAuthDeviceResponseModel(
id=self.id,
user=self.user.to_model(True) if self.user else None,
client_id=self.client_id,
expires=self.expires,
status=self.status,
last_login=self.last_login,
trusted_device=self.trusted_device,
failed_auth_attempts=self.failed_auth_attempts,
hostname=self.hostname,
os=self.os,
ip_address=self.ip_address,
python_version=self.python_version,
zenml_version=self.zenml_version,
city=self.city,
region=self.region,
country=self.country,
created=self.created,
updated=self.updated,
)
def to_internal_model(self) -> OAuthDeviceInternalResponseModel:
"""Convert a device schema to an internal device response model.
Returns:
The converted internal device response model.
"""
device_model = self.to_model()
return OAuthDeviceInternalResponseModel(
user_code=self.user_code,
device_code=self.device_code,
**device_model.dict(),
)
from_request(request)
classmethod
Create an authorized device DB entry from a device authorization request.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
OAuthDeviceInternalRequestModel |
The device authorization request. |
required |
Returns:
| Type | Description |
|---|---|
Tuple[OAuthDeviceSchema, str, str] |
The created |
Source code in zenml/zen_stores/schemas/device_schemas.py
@classmethod
def from_request(
cls, request: OAuthDeviceInternalRequestModel
) -> Tuple["OAuthDeviceSchema", str, str]:
"""Create an authorized device DB entry from a device authorization request.
Args:
request: The device authorization request.
Returns:
The created `OAuthDeviceSchema`, the user code and the device code.
"""
user_code = cls._generate_user_code()
device_code = cls._generate_device_code()
hashed_user_code = cls._get_hashed_code(user_code)
hashed_device_code = cls._get_hashed_code(device_code)
now = datetime.utcnow()
return (
cls(
client_id=request.client_id,
user_code=hashed_user_code,
device_code=hashed_device_code,
status=OAuthDeviceStatus.PENDING,
failed_auth_attempts=0,
expires=now + timedelta(seconds=request.expires_in),
os=request.os,
ip_address=request.ip_address,
hostname=request.hostname,
python_version=request.python_version,
zenml_version=request.zenml_version,
city=request.city,
region=request.region,
country=request.country,
created=now,
updated=now,
),
user_code,
device_code,
)
internal_update(self, device_update)
Update an authorized device from an internal device update model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_update |
OAuthDeviceInternalUpdateModel |
The internal device update model. |
required |
Returns:
| Type | Description |
|---|---|
Tuple[OAuthDeviceSchema, Optional[str], Optional[str]] |
The updated |
Source code in zenml/zen_stores/schemas/device_schemas.py
def internal_update(
self, device_update: OAuthDeviceInternalUpdateModel
) -> Tuple["OAuthDeviceSchema", Optional[str], Optional[str]]:
"""Update an authorized device from an internal device update model.
Args:
device_update: The internal device update model.
Returns:
The updated `OAuthDeviceSchema` and the new user code and device
code, if they were generated.
"""
now = datetime.utcnow()
user_code: Optional[str] = None
device_code: Optional[str] = None
# This call also takes care of setting fields that have the same
# name in the internal model and the schema.
self.update(device_update)
if device_update.expires_in is not None:
if device_update.expires_in <= 0:
self.expires = None
else:
self.expires = now + timedelta(
seconds=device_update.expires_in
)
if device_update.update_last_login:
self.last_login = now
if device_update.generate_new_codes:
user_code = self._generate_user_code()
device_code = self._generate_device_code()
self.user_code = self._get_hashed_code(user_code)
self.device_code = self._get_hashed_code(device_code)
self.updated = now
return self, user_code, device_code
to_internal_model(self)
Convert a device schema to an internal device response model.
Returns:
| Type | Description |
|---|---|
OAuthDeviceInternalResponseModel |
The converted internal device response model. |
Source code in zenml/zen_stores/schemas/device_schemas.py
def to_internal_model(self) -> OAuthDeviceInternalResponseModel:
"""Convert a device schema to an internal device response model.
Returns:
The converted internal device response model.
"""
device_model = self.to_model()
return OAuthDeviceInternalResponseModel(
user_code=self.user_code,
device_code=self.device_code,
**device_model.dict(),
)
to_model(self)
Convert a device schema to a device response model.
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The converted device response model. |
Source code in zenml/zen_stores/schemas/device_schemas.py
def to_model(self) -> OAuthDeviceResponseModel:
"""Convert a device schema to a device response model.
Returns:
The converted device response model.
"""
return OAuthDeviceResponseModel(
id=self.id,
user=self.user.to_model(True) if self.user else None,
client_id=self.client_id,
expires=self.expires,
status=self.status,
last_login=self.last_login,
trusted_device=self.trusted_device,
failed_auth_attempts=self.failed_auth_attempts,
hostname=self.hostname,
os=self.os,
ip_address=self.ip_address,
python_version=self.python_version,
zenml_version=self.zenml_version,
city=self.city,
region=self.region,
country=self.country,
created=self.created,
updated=self.updated,
)
update(self, device_update)
Update an authorized device from a device update model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_update |
OAuthDeviceUpdateModel |
The device update model. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceSchema |
The updated |
Source code in zenml/zen_stores/schemas/device_schemas.py
def update(
self, device_update: OAuthDeviceUpdateModel
) -> "OAuthDeviceSchema":
"""Update an authorized device from a device update model.
Args:
device_update: The device update model.
Returns:
The updated `OAuthDeviceSchema`.
"""
for field, value in device_update.dict(exclude_unset=True).items():
if hasattr(self, field):
setattr(self, field, value)
if device_update.locked is True:
self.status = OAuthDeviceStatus.LOCKED
elif device_update.locked is False:
self.status = OAuthDeviceStatus.ACTIVE
self.updated = datetime.utcnow()
return self
flavor_schemas
SQL Model Implementations for Flavors.
FlavorSchema (NamedSchema)
pydantic-model
SQL Model for flavors.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
StackComponentType |
The type of the flavor. |
source |
str |
The source of the flavor. |
config_schema |
str |
The config schema of the flavor. |
integration |
Optional[str] |
The integration associated with the flavor. |
Source code in zenml/zen_stores/schemas/flavor_schemas.py
class FlavorSchema(NamedSchema, table=True):
"""SQL Model for flavors.
Attributes:
type: The type of the flavor.
source: The source of the flavor.
config_schema: The config schema of the flavor.
integration: The integration associated with the flavor.
"""
__tablename__ = "flavor"
type: StackComponentType
source: str
config_schema: str = Field(sa_column=Column(TEXT, nullable=False))
integration: Optional[str] = Field(default="")
connector_type: Optional[str]
connector_resource_type: Optional[str]
connector_resource_id_attr: Optional[str]
workspace_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
workspace: Optional["WorkspaceSchema"] = Relationship(
back_populates="flavors"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="flavors")
logo_url: Optional[str] = Field()
docs_url: Optional[str] = Field()
sdk_docs_url: Optional[str] = Field()
is_custom: bool = Field(default=True)
def update(self, flavor_update: FlavorUpdateModel) -> "FlavorSchema":
"""Update a `FlavorSchema` from a `FlavorUpdateModel`.
Args:
flavor_update: The `FlavorUpdateModel` from which to update the schema.
Returns:
The updated `FlavorSchema`.
"""
for field, value in flavor_update.dict(exclude_unset=True).items():
if field == "config_schema":
setattr(self, field, json.dumps(value))
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(self) -> FlavorResponseModel:
"""Converts a flavor schema to a flavor model.
Returns:
The flavor model.
"""
return FlavorResponseModel(
id=self.id,
name=self.name,
type=self.type,
source=self.source,
config_schema=json.loads(self.config_schema),
integration=self.integration,
connector_type=self.connector_type,
connector_resource_type=self.connector_resource_type,
connector_resource_id_attr=self.connector_resource_id_attr,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model() if self.workspace else None,
created=self.created,
updated=self.updated,
logo_url=self.logo_url,
docs_url=self.docs_url,
sdk_docs_url=self.sdk_docs_url,
is_custom=self.is_custom,
)
to_model(self)
Converts a flavor schema to a flavor model.
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The flavor model. |
Source code in zenml/zen_stores/schemas/flavor_schemas.py
def to_model(self) -> FlavorResponseModel:
"""Converts a flavor schema to a flavor model.
Returns:
The flavor model.
"""
return FlavorResponseModel(
id=self.id,
name=self.name,
type=self.type,
source=self.source,
config_schema=json.loads(self.config_schema),
integration=self.integration,
connector_type=self.connector_type,
connector_resource_type=self.connector_resource_type,
connector_resource_id_attr=self.connector_resource_id_attr,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model() if self.workspace else None,
created=self.created,
updated=self.updated,
logo_url=self.logo_url,
docs_url=self.docs_url,
sdk_docs_url=self.sdk_docs_url,
is_custom=self.is_custom,
)
update(self, flavor_update)
Update a FlavorSchema from a FlavorUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_update |
FlavorUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
FlavorSchema |
The updated |
Source code in zenml/zen_stores/schemas/flavor_schemas.py
def update(self, flavor_update: FlavorUpdateModel) -> "FlavorSchema":
"""Update a `FlavorSchema` from a `FlavorUpdateModel`.
Args:
flavor_update: The `FlavorUpdateModel` from which to update the schema.
Returns:
The updated `FlavorSchema`.
"""
for field, value in flavor_update.dict(exclude_unset=True).items():
if field == "config_schema":
setattr(self, field, json.dumps(value))
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
identity_schemas
SQLModel implementation for the server information table.
IdentitySchema (SQLModel)
pydantic-model
SQL Model for the client/server identity.
Source code in zenml/zen_stores/schemas/identity_schemas.py
class IdentitySchema(SQLModel, table=True):
"""SQL Model for the client/server identity."""
__tablename__ = "identity"
id: UUID = Field(primary_key=True)
logs_schemas
SQLModel implementation of pipeline logs tables.
LogsSchema (BaseSchema)
pydantic-model
SQL Model for logs.
Source code in zenml/zen_stores/schemas/logs_schemas.py
class LogsSchema(BaseSchema, table=True):
"""SQL Model for logs."""
__tablename__ = "logs"
# Fields
uri: str = Field(sa_column=Column(TEXT, nullable=False))
# Foreign Keys
pipeline_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineRunSchema.__tablename__,
source_column="pipeline_run_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
step_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="step_run_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
artifact_store_id: UUID = build_foreign_key_field(
source=__tablename__,
target=StackComponentSchema.__tablename__,
source_column="stack_component_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
# Relationships
artifact_store: Optional["StackComponentSchema"] = Relationship(
back_populates="run_or_step_logs"
)
pipeline_run: Optional["PipelineRunSchema"] = Relationship(
back_populates="logs"
)
step_run: Optional["StepRunSchema"] = Relationship(back_populates="logs")
def to_model(self) -> "LogsResponseModel":
"""Convert a `LogsSchema` to a `LogsResponseModel`.
Returns:
The created `LogsModel`.
"""
return LogsResponseModel(
id=self.id,
pipeline_run_id=self.pipeline_run_id,
step_run_id=self.step_run_id,
artifact_store_id=self.artifact_store_id,
uri=self.uri,
created=self.created,
updated=self.updated,
)
to_model(self)
Convert a LogsSchema to a LogsResponseModel.
Returns:
| Type | Description |
|---|---|
LogsResponseModel |
The created |
Source code in zenml/zen_stores/schemas/logs_schemas.py
def to_model(self) -> "LogsResponseModel":
"""Convert a `LogsSchema` to a `LogsResponseModel`.
Returns:
The created `LogsModel`.
"""
return LogsResponseModel(
id=self.id,
pipeline_run_id=self.pipeline_run_id,
step_run_id=self.step_run_id,
artifact_store_id=self.artifact_store_id,
uri=self.uri,
created=self.created,
updated=self.updated,
)
model_schemas
SQLModel implementation of model tables.
ModelSchema (NamedSchema)
pydantic-model
SQL Model for model.
Source code in zenml/zen_stores/schemas/model_schemas.py
class ModelSchema(NamedSchema, table=True):
"""SQL Model for model."""
__tablename__ = "model"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="models")
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="models")
license: str = Field(sa_column=Column(TEXT, nullable=True))
description: str = Field(sa_column=Column(TEXT, nullable=True))
audience: str = Field(sa_column=Column(TEXT, nullable=True))
use_cases: str = Field(sa_column=Column(TEXT, nullable=True))
limitations: str = Field(sa_column=Column(TEXT, nullable=True))
trade_offs: str = Field(sa_column=Column(TEXT, nullable=True))
ethic: str = Field(sa_column=Column(TEXT, nullable=True))
tags: str = Field(sa_column=Column(TEXT, nullable=True))
model_versions: List["ModelVersionSchema"] = Relationship(
back_populates="model",
sa_relationship_kwargs={"cascade": "delete"},
)
artifact_links: List["ModelVersionArtifactSchema"] = Relationship(
back_populates="model",
sa_relationship_kwargs={"cascade": "delete"},
)
pipeline_run_links: List["ModelVersionPipelineRunSchema"] = Relationship(
back_populates="model",
sa_relationship_kwargs={"cascade": "delete"},
)
@classmethod
def from_request(cls, model_request: ModelRequestModel) -> "ModelSchema":
"""Convert an `ModelRequestModel` to an `ModelSchema`.
Args:
model_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=model_request.name,
workspace_id=model_request.workspace,
user_id=model_request.user,
license=model_request.license,
description=model_request.description,
audience=model_request.audience,
use_cases=model_request.use_cases,
limitations=model_request.limitations,
trade_offs=model_request.trade_offs,
ethic=model_request.ethic,
tags=json.dumps(model_request.tags)
if model_request.tags
else None,
)
def to_model(self) -> ModelResponseModel:
"""Convert an `ModelSchema` to an `ModelResponseModel`.
Returns:
The created `ModelResponseModel`.
"""
return ModelResponseModel(
id=self.id,
name=self.name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
license=self.license,
description=self.description,
audience=self.audience,
use_cases=self.use_cases,
limitations=self.limitations,
trade_offs=self.trade_offs,
ethic=self.ethic,
tags=json.loads(self.tags) if self.tags else None,
)
def update(
self,
model_update: ModelUpdateModel,
) -> "ModelSchema":
"""Updates a `ModelSchema` from a `ModelUpdateModel`.
Args:
model_update: The `ModelUpdateModel` to update from.
Returns:
The updated `ModelSchema`.
"""
for field, value in model_update.dict(exclude_unset=True).items():
if field == "tags":
setattr(self, field, json.dumps(value))
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
from_request(model_request)
classmethod
Convert an ModelRequestModel to an ModelSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_request |
ModelRequestModel |
The request model to convert. |
required |
Returns:
| Type | Description |
|---|---|
ModelSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/model_schemas.py
@classmethod
def from_request(cls, model_request: ModelRequestModel) -> "ModelSchema":
"""Convert an `ModelRequestModel` to an `ModelSchema`.
Args:
model_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=model_request.name,
workspace_id=model_request.workspace,
user_id=model_request.user,
license=model_request.license,
description=model_request.description,
audience=model_request.audience,
use_cases=model_request.use_cases,
limitations=model_request.limitations,
trade_offs=model_request.trade_offs,
ethic=model_request.ethic,
tags=json.dumps(model_request.tags)
if model_request.tags
else None,
)
to_model(self)
Convert an ModelSchema to an ModelResponseModel.
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The created |
Source code in zenml/zen_stores/schemas/model_schemas.py
def to_model(self) -> ModelResponseModel:
"""Convert an `ModelSchema` to an `ModelResponseModel`.
Returns:
The created `ModelResponseModel`.
"""
return ModelResponseModel(
id=self.id,
name=self.name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
license=self.license,
description=self.description,
audience=self.audience,
use_cases=self.use_cases,
limitations=self.limitations,
trade_offs=self.trade_offs,
ethic=self.ethic,
tags=json.loads(self.tags) if self.tags else None,
)
update(self, model_update)
Updates a ModelSchema from a ModelUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_update |
ModelUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
ModelSchema |
The updated |
Source code in zenml/zen_stores/schemas/model_schemas.py
def update(
self,
model_update: ModelUpdateModel,
) -> "ModelSchema":
"""Updates a `ModelSchema` from a `ModelUpdateModel`.
Args:
model_update: The `ModelUpdateModel` to update from.
Returns:
The updated `ModelSchema`.
"""
for field, value in model_update.dict(exclude_unset=True).items():
if field == "tags":
setattr(self, field, json.dumps(value))
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
ModelVersionArtifactSchema (NamedSchema)
pydantic-model
SQL Model for linking of Model Versions and Artifacts M:M.
Source code in zenml/zen_stores/schemas/model_schemas.py
class ModelVersionArtifactSchema(NamedSchema, table=True):
"""SQL Model for linking of Model Versions and Artifacts M:M."""
__tablename__ = "model_versions_artifacts"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(
back_populates="model_versions_artifacts_links"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(
back_populates="model_versions_artifacts_links"
)
model_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ModelSchema.__tablename__,
source_column="model_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
model: "ModelSchema" = Relationship(back_populates="artifact_links")
model_version_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ModelVersionSchema.__tablename__,
source_column="model_version_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
model_version: "ModelVersionSchema" = Relationship(
back_populates="artifact_links"
)
artifact_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=ArtifactSchema.__tablename__,
source_column="artifact_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
artifact: Optional["ArtifactSchema"] = Relationship(
back_populates="model_versions_artifacts_links"
)
is_model_object: bool = Field(sa_column=Column(BOOLEAN, nullable=True))
is_deployment: bool = Field(sa_column=Column(BOOLEAN, nullable=True))
version: int = Field(sa_column=Column(INTEGER, nullable=False))
pipeline_name: str = Field(sa_column=Column(TEXT, nullable=False))
step_name: str = Field(sa_column=Column(TEXT, nullable=False))
@classmethod
def from_request(
cls,
model_version_artifact_request: ModelVersionArtifactRequestModel,
version: int,
) -> "ModelVersionArtifactSchema":
"""Convert an `ModelVersionArtifactRequestModel` to a `ModelVersionArtifactSchema`.
Args:
model_version_artifact_request: The request link to convert.
version: The version of versioned link.
Returns:
The converted schema.
"""
return cls(
name=model_version_artifact_request.name,
pipeline_name=model_version_artifact_request.pipeline_name,
step_name=model_version_artifact_request.step_name,
workspace_id=model_version_artifact_request.workspace,
user_id=model_version_artifact_request.user,
model_id=model_version_artifact_request.model,
model_version_id=model_version_artifact_request.model_version,
artifact_id=model_version_artifact_request.artifact,
is_model_object=model_version_artifact_request.is_model_object,
is_deployment=model_version_artifact_request.is_deployment,
version=version,
)
def to_model(self) -> ModelVersionArtifactResponseModel:
"""Convert an `ModelVersionArtifactSchema` to an `ModelVersionArtifactResponseModel`.
Returns:
The created `ModelVersionArtifactResponseModel`.
"""
return ModelVersionArtifactResponseModel(
id=self.id,
name=self.name,
pipeline_name=self.pipeline_name,
step_name=self.step_name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model_id,
model_version=self.model_version_id,
artifact=self.artifact_id,
is_model_object=self.is_model_object,
is_deployment=self.is_deployment,
link_version=self.version,
)
from_request(model_version_artifact_request, version)
classmethod
Convert an ModelVersionArtifactRequestModel to a ModelVersionArtifactSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_request |
ModelVersionArtifactRequestModel |
The request link to convert. |
required |
version |
int |
The version of versioned link. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionArtifactSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/model_schemas.py
@classmethod
def from_request(
cls,
model_version_artifact_request: ModelVersionArtifactRequestModel,
version: int,
) -> "ModelVersionArtifactSchema":
"""Convert an `ModelVersionArtifactRequestModel` to a `ModelVersionArtifactSchema`.
Args:
model_version_artifact_request: The request link to convert.
version: The version of versioned link.
Returns:
The converted schema.
"""
return cls(
name=model_version_artifact_request.name,
pipeline_name=model_version_artifact_request.pipeline_name,
step_name=model_version_artifact_request.step_name,
workspace_id=model_version_artifact_request.workspace,
user_id=model_version_artifact_request.user,
model_id=model_version_artifact_request.model,
model_version_id=model_version_artifact_request.model_version,
artifact_id=model_version_artifact_request.artifact,
is_model_object=model_version_artifact_request.is_model_object,
is_deployment=model_version_artifact_request.is_deployment,
version=version,
)
to_model(self)
Convert an ModelVersionArtifactSchema to an ModelVersionArtifactResponseModel.
Returns:
| Type | Description |
|---|---|
ModelVersionArtifactResponseModel |
The created |
Source code in zenml/zen_stores/schemas/model_schemas.py
def to_model(self) -> ModelVersionArtifactResponseModel:
"""Convert an `ModelVersionArtifactSchema` to an `ModelVersionArtifactResponseModel`.
Returns:
The created `ModelVersionArtifactResponseModel`.
"""
return ModelVersionArtifactResponseModel(
id=self.id,
name=self.name,
pipeline_name=self.pipeline_name,
step_name=self.step_name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model_id,
model_version=self.model_version_id,
artifact=self.artifact_id,
is_model_object=self.is_model_object,
is_deployment=self.is_deployment,
link_version=self.version,
)
ModelVersionPipelineRunSchema (NamedSchema)
pydantic-model
SQL Model for linking of Model Versions and Pipeline Runs M:M.
Source code in zenml/zen_stores/schemas/model_schemas.py
class ModelVersionPipelineRunSchema(NamedSchema, table=True):
"""SQL Model for linking of Model Versions and Pipeline Runs M:M."""
__tablename__ = "model_versions_runs"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(
back_populates="model_versions_pipeline_runs_links"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(
back_populates="model_versions_pipeline_runs_links"
)
model_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ModelSchema.__tablename__,
source_column="model_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
model: "ModelSchema" = Relationship(back_populates="pipeline_run_links")
model_version_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ModelVersionSchema.__tablename__,
source_column="model_version_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
model_version: "ModelVersionSchema" = Relationship(
back_populates="pipeline_run_links"
)
pipeline_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineRunSchema.__tablename__,
source_column="run_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
pipeline_run: Optional["PipelineRunSchema"] = Relationship(
back_populates="model_versions_pipeline_runs_links"
)
@classmethod
def from_request(
cls,
model_version_pipeline_run_request: ModelVersionPipelineRunRequestModel,
) -> "ModelVersionPipelineRunSchema":
"""Convert an `ModelVersionPipelineRunRequestModel` to an `ModelVersionPipelineRunSchema`.
Args:
model_version_pipeline_run_request: The request link to convert.
Returns:
The converted schema.
"""
return cls(
workspace_id=model_version_pipeline_run_request.workspace,
user_id=model_version_pipeline_run_request.user,
name=model_version_pipeline_run_request.name,
model_id=model_version_pipeline_run_request.model,
model_version_id=model_version_pipeline_run_request.model_version,
pipeline_run_id=model_version_pipeline_run_request.pipeline_run,
)
def to_model(self) -> ModelVersionPipelineRunResponseModel:
"""Convert an `ModelVersionPipelineRunSchema` to an `ModelVersionPipelineRunResponseModel`.
Returns:
The created `ModelVersionPipelineRunResponseModel`.
"""
return ModelVersionPipelineRunResponseModel(
id=self.id,
name=self.name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model_id,
model_version=self.model_version_id,
pipeline_run=self.pipeline_run_id,
)
from_request(model_version_pipeline_run_request)
classmethod
Convert an ModelVersionPipelineRunRequestModel to an ModelVersionPipelineRunSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_request |
ModelVersionPipelineRunRequestModel |
The request link to convert. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionPipelineRunSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/model_schemas.py
@classmethod
def from_request(
cls,
model_version_pipeline_run_request: ModelVersionPipelineRunRequestModel,
) -> "ModelVersionPipelineRunSchema":
"""Convert an `ModelVersionPipelineRunRequestModel` to an `ModelVersionPipelineRunSchema`.
Args:
model_version_pipeline_run_request: The request link to convert.
Returns:
The converted schema.
"""
return cls(
workspace_id=model_version_pipeline_run_request.workspace,
user_id=model_version_pipeline_run_request.user,
name=model_version_pipeline_run_request.name,
model_id=model_version_pipeline_run_request.model,
model_version_id=model_version_pipeline_run_request.model_version,
pipeline_run_id=model_version_pipeline_run_request.pipeline_run,
)
to_model(self)
Convert an ModelVersionPipelineRunSchema to an ModelVersionPipelineRunResponseModel.
Returns:
| Type | Description |
|---|---|
ModelVersionPipelineRunResponseModel |
The created |
Source code in zenml/zen_stores/schemas/model_schemas.py
def to_model(self) -> ModelVersionPipelineRunResponseModel:
"""Convert an `ModelVersionPipelineRunSchema` to an `ModelVersionPipelineRunResponseModel`.
Returns:
The created `ModelVersionPipelineRunResponseModel`.
"""
return ModelVersionPipelineRunResponseModel(
id=self.id,
name=self.name,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model_id,
model_version=self.model_version_id,
pipeline_run=self.pipeline_run_id,
)
ModelVersionSchema (NamedSchema)
pydantic-model
SQL Model for model version.
Source code in zenml/zen_stores/schemas/model_schemas.py
class ModelVersionSchema(NamedSchema, table=True):
"""SQL Model for model version."""
__tablename__ = "model_version"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(
back_populates="model_versions"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(
back_populates="model_versions"
)
model_id: UUID = build_foreign_key_field(
source=__tablename__,
target=ModelSchema.__tablename__,
source_column="model_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
model: "ModelSchema" = Relationship(back_populates="model_versions")
artifact_links: List["ModelVersionArtifactSchema"] = Relationship(
back_populates="model_version",
sa_relationship_kwargs={"cascade": "delete"},
)
pipeline_run_links: List["ModelVersionPipelineRunSchema"] = Relationship(
back_populates="model_version",
sa_relationship_kwargs={"cascade": "delete"},
)
number: int = Field(sa_column=Column(INTEGER, nullable=False))
description: str = Field(sa_column=Column(TEXT, nullable=True))
stage: str = Field(sa_column=Column(TEXT, nullable=True))
@classmethod
def from_request(
cls, model_version_request: ModelVersionRequestModel
) -> "ModelVersionSchema":
"""Convert an `ModelVersionRequestModel` to an `ModelVersionSchema`.
Args:
model_version_request: The request model version to convert.
Returns:
The converted schema.
"""
return cls(
workspace_id=model_version_request.workspace,
user_id=model_version_request.user,
model_id=model_version_request.model,
name=model_version_request.name,
number=model_version_request.number,
description=model_version_request.description,
stage=model_version_request.stage,
)
def to_model(self) -> ModelVersionResponseModel:
"""Convert an `ModelVersionSchema` to an `ModelVersionResponseModel`.
Returns:
The created `ModelVersionResponseModel`.
"""
return ModelVersionResponseModel(
id=self.id,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model.to_model(),
name=self.name,
number=self.number,
description=self.description,
stage=self.stage,
model_object_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if al2.is_model_object
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if al1.is_model_object
},
deployment_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if al2.is_deployment
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if al1.is_deployment
},
artifact_object_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if not (al2.is_deployment or al2.is_model_object)
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if not (al1.is_deployment or al1.is_model_object)
},
pipeline_run_ids={
pr.name: pr.pipeline_run_id for pr in self.pipeline_run_links
},
)
def update(
self,
target_stage: Optional[str] = None,
target_name: Optional[str] = None,
) -> "ModelVersionSchema":
"""Updates a `ModelVersionSchema` to a target stage.
Args:
target_stage: The stage to be updated.
target_name: The version name to be updated.
Returns:
The updated `ModelVersionSchema`.
"""
if target_stage is not None:
self.stage = target_stage
if target_name is not None:
self.name = target_name
self.updated = datetime.utcnow()
return self
from_request(model_version_request)
classmethod
Convert an ModelVersionRequestModel to an ModelVersionSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_request |
ModelVersionRequestModel |
The request model version to convert. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/model_schemas.py
@classmethod
def from_request(
cls, model_version_request: ModelVersionRequestModel
) -> "ModelVersionSchema":
"""Convert an `ModelVersionRequestModel` to an `ModelVersionSchema`.
Args:
model_version_request: The request model version to convert.
Returns:
The converted schema.
"""
return cls(
workspace_id=model_version_request.workspace,
user_id=model_version_request.user,
model_id=model_version_request.model,
name=model_version_request.name,
number=model_version_request.number,
description=model_version_request.description,
stage=model_version_request.stage,
)
to_model(self)
Convert an ModelVersionSchema to an ModelVersionResponseModel.
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The created |
Source code in zenml/zen_stores/schemas/model_schemas.py
def to_model(self) -> ModelVersionResponseModel:
"""Convert an `ModelVersionSchema` to an `ModelVersionResponseModel`.
Returns:
The created `ModelVersionResponseModel`.
"""
return ModelVersionResponseModel(
id=self.id,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
model=self.model.to_model(),
name=self.name,
number=self.number,
description=self.description,
stage=self.stage,
model_object_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if al2.is_model_object
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if al1.is_model_object
},
deployment_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if al2.is_deployment
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if al1.is_deployment
},
artifact_object_ids={
f"{al1.pipeline_name}::{al1.step_name}::{al1.name}": {
al2.version: al2.artifact_id
for al2 in self.artifact_links
if not (al2.is_deployment or al2.is_model_object)
and al1.name == al2.name
and al1.step_name == al2.step_name
and al1.pipeline_name == al2.pipeline_name
}
for al1 in self.artifact_links
if not (al1.is_deployment or al1.is_model_object)
},
pipeline_run_ids={
pr.name: pr.pipeline_run_id for pr in self.pipeline_run_links
},
)
update(self, target_stage=None, target_name=None)
Updates a ModelVersionSchema to a target stage.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
target_stage |
Optional[str] |
The stage to be updated. |
None |
target_name |
Optional[str] |
The version name to be updated. |
None |
Returns:
| Type | Description |
|---|---|
ModelVersionSchema |
The updated |
Source code in zenml/zen_stores/schemas/model_schemas.py
def update(
self,
target_stage: Optional[str] = None,
target_name: Optional[str] = None,
) -> "ModelVersionSchema":
"""Updates a `ModelVersionSchema` to a target stage.
Args:
target_stage: The stage to be updated.
target_name: The version name to be updated.
Returns:
The updated `ModelVersionSchema`.
"""
if target_stage is not None:
self.stage = target_stage
if target_name is not None:
self.name = target_name
self.updated = datetime.utcnow()
return self
pipeline_build_schemas
SQLModel implementation of pipeline build tables.
PipelineBuildSchema (BaseSchema)
pydantic-model
SQL Model for pipeline builds.
Source code in zenml/zen_stores/schemas/pipeline_build_schemas.py
class PipelineBuildSchema(BaseSchema, table=True):
"""SQL Model for pipeline builds."""
__tablename__ = "pipeline_build"
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="builds")
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="builds")
stack_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackSchema.__tablename__,
source_column="stack_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
stack: Optional["StackSchema"] = Relationship(back_populates="builds")
pipeline_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineSchema.__tablename__,
source_column="pipeline_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
pipeline: Optional["PipelineSchema"] = Relationship(
back_populates="builds"
)
deployments: List["PipelineDeploymentSchema"] = Relationship(
back_populates="build",
)
images: str = Field(
sa_column=Column(
String(length=MEDIUMTEXT_MAX_LENGTH).with_variant(
MEDIUMTEXT, "mysql"
),
nullable=False,
)
)
is_local: bool
contains_code: bool
zenml_version: Optional[str]
python_version: Optional[str]
checksum: Optional[str]
@classmethod
def from_request(
cls, request: PipelineBuildRequestModel
) -> "PipelineBuildSchema":
"""Convert a `PipelineBuildRequestModel` to a `PipelineBuildSchema`.
Args:
request: The request to convert.
Returns:
The created `PipelineBuildSchema`.
"""
return cls(
stack_id=request.stack,
workspace_id=request.workspace,
user_id=request.user,
pipeline_id=request.pipeline,
images=json.dumps(request.images, default=pydantic_encoder),
is_local=request.is_local,
contains_code=request.contains_code,
zenml_version=request.zenml_version,
python_version=request.python_version,
checksum=request.checksum,
)
def to_model(
self,
) -> PipelineBuildResponseModel:
"""Convert a `PipelineBuildSchema` to a `PipelineBuildResponseModel`.
Returns:
The created `PipelineBuildResponseModel`.
"""
return PipelineBuildResponseModel(
id=self.id,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
stack=self.stack.to_model() if self.stack else None,
pipeline=self.pipeline.to_model() if self.pipeline else None,
created=self.created,
updated=self.updated,
images=json.loads(self.images),
is_local=self.is_local,
contains_code=self.contains_code,
zenml_version=self.zenml_version,
python_version=self.python_version,
checksum=self.checksum,
)
from_request(request)
classmethod
Convert a PipelineBuildRequestModel to a PipelineBuildSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
PipelineBuildRequestModel |
The request to convert. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildSchema |
The created |
Source code in zenml/zen_stores/schemas/pipeline_build_schemas.py
@classmethod
def from_request(
cls, request: PipelineBuildRequestModel
) -> "PipelineBuildSchema":
"""Convert a `PipelineBuildRequestModel` to a `PipelineBuildSchema`.
Args:
request: The request to convert.
Returns:
The created `PipelineBuildSchema`.
"""
return cls(
stack_id=request.stack,
workspace_id=request.workspace,
user_id=request.user,
pipeline_id=request.pipeline,
images=json.dumps(request.images, default=pydantic_encoder),
is_local=request.is_local,
contains_code=request.contains_code,
zenml_version=request.zenml_version,
python_version=request.python_version,
checksum=request.checksum,
)
to_model(self)
Convert a PipelineBuildSchema to a PipelineBuildResponseModel.
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The created |
Source code in zenml/zen_stores/schemas/pipeline_build_schemas.py
def to_model(
self,
) -> PipelineBuildResponseModel:
"""Convert a `PipelineBuildSchema` to a `PipelineBuildResponseModel`.
Returns:
The created `PipelineBuildResponseModel`.
"""
return PipelineBuildResponseModel(
id=self.id,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
stack=self.stack.to_model() if self.stack else None,
pipeline=self.pipeline.to_model() if self.pipeline else None,
created=self.created,
updated=self.updated,
images=json.loads(self.images),
is_local=self.is_local,
contains_code=self.contains_code,
zenml_version=self.zenml_version,
python_version=self.python_version,
checksum=self.checksum,
)
pipeline_deployment_schemas
SQLModel implementation of pipeline deployment tables.
PipelineDeploymentSchema (BaseSchema)
pydantic-model
SQL Model for pipeline deployments.
Source code in zenml/zen_stores/schemas/pipeline_deployment_schemas.py
class PipelineDeploymentSchema(BaseSchema, table=True):
"""SQL Model for pipeline deployments."""
__tablename__ = "pipeline_deployment"
# Fields
pipeline_configuration: str = Field(
sa_column=Column(
String(length=MEDIUMTEXT_MAX_LENGTH).with_variant(
MEDIUMTEXT, "mysql"
),
nullable=False,
)
)
step_configurations: str = Field(
sa_column=Column(
String(length=MEDIUMTEXT_MAX_LENGTH).with_variant(
MEDIUMTEXT, "mysql"
),
nullable=False,
)
)
client_environment: str = Field(sa_column=Column(TEXT, nullable=False))
run_name_template: str = Field(nullable=False)
client_version: str = Field(nullable=True)
server_version: str = Field(nullable=True)
# Foreign keys
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
stack_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackSchema.__tablename__,
source_column="stack_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
pipeline_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineSchema.__tablename__,
source_column="pipeline_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
schedule_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=ScheduleSchema.__tablename__,
source_column="schedule_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
build_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineBuildSchema.__tablename__,
source_column="build_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
code_reference_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=CodeReferenceSchema.__tablename__,
source_column="code_reference_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
# SQLModel Relationships
user: Optional["UserSchema"] = Relationship()
workspace: "WorkspaceSchema" = Relationship()
stack: "StackSchema" = Relationship()
pipeline: "PipelineSchema" = Relationship()
schedule: Optional["ScheduleSchema"] = Relationship()
build: Optional["PipelineBuildSchema"] = Relationship()
code_reference: Optional["CodeReferenceSchema"] = Relationship()
pipeline_runs: List["PipelineRunSchema"] = Relationship(
sa_relationship_kwargs={"cascade": "delete"}
)
step_runs: List["StepRunSchema"] = Relationship(
sa_relationship_kwargs={"cascade": "delete"}
)
@classmethod
def from_request(
cls,
request: PipelineDeploymentRequestModel,
code_reference_id: Optional[UUID],
) -> "PipelineDeploymentSchema":
"""Convert a `PipelineDeploymentRequestModel` to a `PipelineDeploymentSchema`.
Args:
request: The request to convert.
code_reference_id: Optional ID of the code reference for the
deployment.
Returns:
The created `PipelineDeploymentSchema`.
"""
return cls(
stack_id=request.stack,
workspace_id=request.workspace,
pipeline_id=request.pipeline,
build_id=request.build,
user_id=request.user,
schedule_id=request.schedule,
code_reference_id=code_reference_id,
run_name_template=request.run_name_template,
pipeline_configuration=request.pipeline_configuration.json(),
step_configurations=json.dumps(
request.step_configurations,
sort_keys=False,
default=pydantic_encoder,
),
client_environment=json.dumps(request.client_environment),
client_version=request.client_version,
server_version=request.server_version,
)
def to_model(
self,
) -> PipelineDeploymentResponseModel:
"""Convert a `PipelineDeploymentSchema` to a `PipelineDeploymentResponseModel`.
Returns:
The created `PipelineDeploymentResponseModel`.
"""
pipeline_configuration = PipelineConfiguration.parse_raw(
self.pipeline_configuration
)
step_configurations = json.loads(self.step_configurations)
for s, c in step_configurations.items():
step_configurations[s] = Step.parse_obj(c)
return PipelineDeploymentResponseModel(
id=self.id,
workspace=self.workspace.to_model(),
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
stack=self.stack.to_model() if self.stack else None,
pipeline=self.pipeline.to_model() if self.pipeline else None,
build=self.build.to_model() if self.build else None,
schedule=self.schedule.to_model() if self.schedule else None,
code_reference=self.code_reference.to_model()
if self.code_reference
else None,
created=self.created,
updated=self.updated,
run_name_template=self.run_name_template,
pipeline_configuration=pipeline_configuration,
step_configurations=step_configurations,
client_environment=json.loads(self.client_environment),
client_version=self.client_version,
server_version=self.server_version,
)
from_request(request, code_reference_id)
classmethod
Convert a PipelineDeploymentRequestModel to a PipelineDeploymentSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
PipelineDeploymentRequestModel |
The request to convert. |
required |
code_reference_id |
Optional[uuid.UUID] |
Optional ID of the code reference for the deployment. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentSchema |
The created |
Source code in zenml/zen_stores/schemas/pipeline_deployment_schemas.py
@classmethod
def from_request(
cls,
request: PipelineDeploymentRequestModel,
code_reference_id: Optional[UUID],
) -> "PipelineDeploymentSchema":
"""Convert a `PipelineDeploymentRequestModel` to a `PipelineDeploymentSchema`.
Args:
request: The request to convert.
code_reference_id: Optional ID of the code reference for the
deployment.
Returns:
The created `PipelineDeploymentSchema`.
"""
return cls(
stack_id=request.stack,
workspace_id=request.workspace,
pipeline_id=request.pipeline,
build_id=request.build,
user_id=request.user,
schedule_id=request.schedule,
code_reference_id=code_reference_id,
run_name_template=request.run_name_template,
pipeline_configuration=request.pipeline_configuration.json(),
step_configurations=json.dumps(
request.step_configurations,
sort_keys=False,
default=pydantic_encoder,
),
client_environment=json.dumps(request.client_environment),
client_version=request.client_version,
server_version=request.server_version,
)
to_model(self)
Convert a PipelineDeploymentSchema to a PipelineDeploymentResponseModel.
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The created |
Source code in zenml/zen_stores/schemas/pipeline_deployment_schemas.py
def to_model(
self,
) -> PipelineDeploymentResponseModel:
"""Convert a `PipelineDeploymentSchema` to a `PipelineDeploymentResponseModel`.
Returns:
The created `PipelineDeploymentResponseModel`.
"""
pipeline_configuration = PipelineConfiguration.parse_raw(
self.pipeline_configuration
)
step_configurations = json.loads(self.step_configurations)
for s, c in step_configurations.items():
step_configurations[s] = Step.parse_obj(c)
return PipelineDeploymentResponseModel(
id=self.id,
workspace=self.workspace.to_model(),
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
stack=self.stack.to_model() if self.stack else None,
pipeline=self.pipeline.to_model() if self.pipeline else None,
build=self.build.to_model() if self.build else None,
schedule=self.schedule.to_model() if self.schedule else None,
code_reference=self.code_reference.to_model()
if self.code_reference
else None,
created=self.created,
updated=self.updated,
run_name_template=self.run_name_template,
pipeline_configuration=pipeline_configuration,
step_configurations=step_configurations,
client_environment=json.loads(self.client_environment),
client_version=self.client_version,
server_version=self.server_version,
)
pipeline_run_schemas
SQLModel implementation of pipeline run tables.
PipelineRunSchema (NamedSchema)
pydantic-model
SQL Model for pipeline runs.
Source code in zenml/zen_stores/schemas/pipeline_run_schemas.py
class PipelineRunSchema(NamedSchema, table=True):
"""SQL Model for pipeline runs."""
__tablename__ = "pipeline_run"
# Fields
orchestrator_run_id: Optional[str] = Field(nullable=True)
start_time: Optional[datetime] = Field(nullable=True)
end_time: Optional[datetime] = Field(nullable=True, default=None)
status: ExecutionStatus = Field(nullable=False)
orchestrator_environment: Optional[str] = Field(
sa_column=Column(TEXT, nullable=True)
)
# Foreign keys
deployment_id: UUID = build_foreign_key_field(
source=__tablename__,
target=PipelineDeploymentSchema.__tablename__,
source_column="deployment_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
pipeline_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineSchema.__tablename__,
source_column="pipeline_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
# Relationships
deployment: Optional["PipelineDeploymentSchema"] = Relationship(
back_populates="pipeline_runs"
)
workspace: "WorkspaceSchema" = Relationship(back_populates="runs")
user: Optional["UserSchema"] = Relationship(back_populates="runs")
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="pipeline_run",
sa_relationship_kwargs={"cascade": "delete"},
)
logs: Optional["LogsSchema"] = Relationship(
back_populates="pipeline_run",
sa_relationship_kwargs={"cascade": "delete", "uselist": False},
)
model_versions_pipeline_runs_links: List[
"ModelVersionPipelineRunSchema"
] = Relationship(
back_populates="pipeline_run",
sa_relationship_kwargs={"cascade": "delete"},
)
step_runs: List["StepRunSchema"] = Relationship(
sa_relationship_kwargs={"cascade": "delete"},
)
# Temporary fields and foreign keys to be deprecated
pipeline_configuration: Optional[str] = Field(
sa_column=Column(TEXT, nullable=False)
)
client_environment: Optional[str] = Field(
sa_column=Column(TEXT, nullable=True)
)
stack_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackSchema.__tablename__,
source_column="stack_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
build_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineBuildSchema.__tablename__,
source_column="build_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
schedule_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=ScheduleSchema.__tablename__,
source_column="schedule_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
stack: Optional["StackSchema"] = Relationship()
build: Optional["PipelineBuildSchema"] = Relationship()
schedule: Optional[ScheduleSchema] = Relationship()
pipeline: Optional["PipelineSchema"] = Relationship(back_populates="runs")
@classmethod
def from_request(
cls, request: PipelineRunRequestModel
) -> "PipelineRunSchema":
"""Convert a `PipelineRunRequestModel` to a `PipelineRunSchema`.
Args:
request: The request to convert.
Returns:
The created `PipelineRunSchema`.
"""
orchestrator_environment = json.dumps(request.orchestrator_environment)
return cls(
id=request.id,
workspace_id=request.workspace,
user_id=request.user,
name=request.name,
orchestrator_run_id=request.orchestrator_run_id,
orchestrator_environment=orchestrator_environment,
start_time=request.start_time,
status=request.status,
pipeline_id=request.pipeline,
deployment_id=request.deployment,
)
def to_model(self) -> PipelineRunResponseModel:
"""Convert a `PipelineRunSchema` to a `PipelineRunResponseModel`.
Returns:
The created `PipelineRunResponseModel`.
Raises:
RuntimeError: if the model creation fails.
"""
orchestrator_environment = (
json.loads(self.orchestrator_environment)
if self.orchestrator_environment
else {}
)
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
if self.deployment is not None:
steps = {s.name: s.to_model() for s in self.deployment.step_runs}
deployment = self.deployment.to_model()
config = deployment.pipeline_configuration
client_environment = deployment.client_environment
stack = deployment.stack
pipeline = deployment.pipeline
build = deployment.build
schedule = deployment.schedule
elif self.pipeline_configuration is not None:
steps = {step.name: step.to_model() for step in self.step_runs}
config = PipelineConfiguration.parse_raw(
self.pipeline_configuration
)
client_environment = (
json.loads(self.client_environment)
if self.client_environment
else {}
)
stack = self.stack.to_model() if self.stack else None
pipeline = self.pipeline.to_model() if self.pipeline else None
build = self.build.to_model() if self.build else None
schedule = self.schedule.to_model() if self.schedule else None
else:
raise RuntimeError(
"Pipeline run model creation has failed. Each pipeline run "
"entry should either have a deployment_id or "
"pipeline_configuration."
)
return PipelineRunResponseModel(
id=self.id,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
# Attributes of the PipelineRunBaseModel
name=self.name,
start_time=self.start_time,
end_time=self.end_time,
status=self.status,
config=config,
orchestrator_run_id=self.orchestrator_run_id,
client_environment=client_environment,
orchestrator_environment=orchestrator_environment,
# Attributes of the WorkspaceScopedResponseModel
created=self.created,
updated=self.updated,
# Attributes of the PipelineRunResponseModel
stack=stack,
pipeline=pipeline,
build=build,
schedule=schedule,
metadata=metadata,
steps=steps,
)
def update(
self, run_update: "PipelineRunUpdateModel"
) -> "PipelineRunSchema":
"""Update a `PipelineRunSchema` with a `PipelineRunUpdateModel`.
Args:
run_update: The `PipelineRunUpdateModel` to update with.
Returns:
The updated `PipelineRunSchema`.
"""
if run_update.status:
self.status = run_update.status
self.end_time = run_update.end_time
self.updated = datetime.utcnow()
return self
from_request(request)
classmethod
Convert a PipelineRunRequestModel to a PipelineRunSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
PipelineRunRequestModel |
The request to convert. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunSchema |
The created |
Source code in zenml/zen_stores/schemas/pipeline_run_schemas.py
@classmethod
def from_request(
cls, request: PipelineRunRequestModel
) -> "PipelineRunSchema":
"""Convert a `PipelineRunRequestModel` to a `PipelineRunSchema`.
Args:
request: The request to convert.
Returns:
The created `PipelineRunSchema`.
"""
orchestrator_environment = json.dumps(request.orchestrator_environment)
return cls(
id=request.id,
workspace_id=request.workspace,
user_id=request.user,
name=request.name,
orchestrator_run_id=request.orchestrator_run_id,
orchestrator_environment=orchestrator_environment,
start_time=request.start_time,
status=request.status,
pipeline_id=request.pipeline,
deployment_id=request.deployment,
)
to_model(self)
Convert a PipelineRunSchema to a PipelineRunResponseModel.
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The created |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
if the model creation fails. |
Source code in zenml/zen_stores/schemas/pipeline_run_schemas.py
def to_model(self) -> PipelineRunResponseModel:
"""Convert a `PipelineRunSchema` to a `PipelineRunResponseModel`.
Returns:
The created `PipelineRunResponseModel`.
Raises:
RuntimeError: if the model creation fails.
"""
orchestrator_environment = (
json.loads(self.orchestrator_environment)
if self.orchestrator_environment
else {}
)
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
if self.deployment is not None:
steps = {s.name: s.to_model() for s in self.deployment.step_runs}
deployment = self.deployment.to_model()
config = deployment.pipeline_configuration
client_environment = deployment.client_environment
stack = deployment.stack
pipeline = deployment.pipeline
build = deployment.build
schedule = deployment.schedule
elif self.pipeline_configuration is not None:
steps = {step.name: step.to_model() for step in self.step_runs}
config = PipelineConfiguration.parse_raw(
self.pipeline_configuration
)
client_environment = (
json.loads(self.client_environment)
if self.client_environment
else {}
)
stack = self.stack.to_model() if self.stack else None
pipeline = self.pipeline.to_model() if self.pipeline else None
build = self.build.to_model() if self.build else None
schedule = self.schedule.to_model() if self.schedule else None
else:
raise RuntimeError(
"Pipeline run model creation has failed. Each pipeline run "
"entry should either have a deployment_id or "
"pipeline_configuration."
)
return PipelineRunResponseModel(
id=self.id,
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
# Attributes of the PipelineRunBaseModel
name=self.name,
start_time=self.start_time,
end_time=self.end_time,
status=self.status,
config=config,
orchestrator_run_id=self.orchestrator_run_id,
client_environment=client_environment,
orchestrator_environment=orchestrator_environment,
# Attributes of the WorkspaceScopedResponseModel
created=self.created,
updated=self.updated,
# Attributes of the PipelineRunResponseModel
stack=stack,
pipeline=pipeline,
build=build,
schedule=schedule,
metadata=metadata,
steps=steps,
)
update(self, run_update)
Update a PipelineRunSchema with a PipelineRunUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_update |
PipelineRunUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunSchema |
The updated |
Source code in zenml/zen_stores/schemas/pipeline_run_schemas.py
def update(
self, run_update: "PipelineRunUpdateModel"
) -> "PipelineRunSchema":
"""Update a `PipelineRunSchema` with a `PipelineRunUpdateModel`.
Args:
run_update: The `PipelineRunUpdateModel` to update with.
Returns:
The updated `PipelineRunSchema`.
"""
if run_update.status:
self.status = run_update.status
self.end_time = run_update.end_time
self.updated = datetime.utcnow()
return self
pipeline_schemas
SQL Model Implementations for Pipelines and Pipeline Runs.
PipelineSchema (NamedSchema)
pydantic-model
SQL Model for pipelines.
Source code in zenml/zen_stores/schemas/pipeline_schemas.py
class PipelineSchema(NamedSchema, table=True):
"""SQL Model for pipelines."""
__tablename__ = "pipeline"
# Fields
version: str
version_hash: str
docstring: Optional[str] = Field(sa_column=Column(TEXT, nullable=True))
spec: str = Field(
sa_column=Column(
String(length=MEDIUMTEXT_MAX_LENGTH).with_variant(
MEDIUMTEXT, "mysql"
),
nullable=False,
)
)
# Foreign keys
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
# Relationships
user: Optional["UserSchema"] = Relationship(back_populates="pipelines")
workspace: "WorkspaceSchema" = Relationship(back_populates="pipelines")
schedules: List["ScheduleSchema"] = Relationship(
back_populates="pipeline",
)
runs: List["PipelineRunSchema"] = Relationship(back_populates="pipeline")
builds: List["PipelineBuildSchema"] = Relationship(
back_populates="pipeline"
)
deployments: List["PipelineDeploymentSchema"] = Relationship(
back_populates="pipeline",
sa_relationship_kwargs={"cascade": "delete"},
)
@classmethod
def from_request(
cls,
pipeline_request: "PipelineRequestModel",
) -> "PipelineSchema":
"""Convert a `PipelineRequestModel` to a `PipelineSchema`.
Args:
pipeline_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=pipeline_request.name,
version=pipeline_request.version,
version_hash=pipeline_request.version_hash,
workspace_id=pipeline_request.workspace,
user_id=pipeline_request.user,
docstring=pipeline_request.docstring,
spec=pipeline_request.spec.json(sort_keys=True),
)
def to_model(
self,
last_x_runs: int = 3,
) -> "PipelineResponseModel":
"""Convert a `PipelineSchema` to a `PipelineModel`.
Args:
last_x_runs: How many runs to use for the execution status
Returns:
The created PipelineModel.
"""
return PipelineResponseModel(
id=self.id,
name=self.name,
version=self.version,
version_hash=self.version_hash,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
docstring=self.docstring,
spec=PipelineSpec.parse_raw(self.spec),
created=self.created,
updated=self.updated,
status=[run.status for run in self.runs[:last_x_runs]],
)
def update(
self, pipeline_update: "PipelineUpdateModel"
) -> "PipelineSchema":
"""Update a `PipelineSchema` with a `PipelineUpdateModel`.
Args:
pipeline_update: The update model.
Returns:
The updated `PipelineSchema`.
"""
if pipeline_update.name:
self.name = pipeline_update.name
if pipeline_update.docstring:
self.docstring = pipeline_update.docstring
if pipeline_update.spec:
self.spec = pipeline_update.spec.json(sort_keys=True)
self.updated = datetime.utcnow()
return self
from_request(pipeline_request)
classmethod
Convert a PipelineRequestModel to a PipelineSchema.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_request |
PipelineRequestModel |
The request model to convert. |
required |
Returns:
| Type | Description |
|---|---|
PipelineSchema |
The converted schema. |
Source code in zenml/zen_stores/schemas/pipeline_schemas.py
@classmethod
def from_request(
cls,
pipeline_request: "PipelineRequestModel",
) -> "PipelineSchema":
"""Convert a `PipelineRequestModel` to a `PipelineSchema`.
Args:
pipeline_request: The request model to convert.
Returns:
The converted schema.
"""
return cls(
name=pipeline_request.name,
version=pipeline_request.version,
version_hash=pipeline_request.version_hash,
workspace_id=pipeline_request.workspace,
user_id=pipeline_request.user,
docstring=pipeline_request.docstring,
spec=pipeline_request.spec.json(sort_keys=True),
)
to_model(self, last_x_runs=3)
Convert a PipelineSchema to a PipelineModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
last_x_runs |
int |
How many runs to use for the execution status |
3 |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The created PipelineModel. |
Source code in zenml/zen_stores/schemas/pipeline_schemas.py
def to_model(
self,
last_x_runs: int = 3,
) -> "PipelineResponseModel":
"""Convert a `PipelineSchema` to a `PipelineModel`.
Args:
last_x_runs: How many runs to use for the execution status
Returns:
The created PipelineModel.
"""
return PipelineResponseModel(
id=self.id,
name=self.name,
version=self.version,
version_hash=self.version_hash,
workspace=self.workspace.to_model(),
user=self.user.to_model(True) if self.user else None,
docstring=self.docstring,
spec=PipelineSpec.parse_raw(self.spec),
created=self.created,
updated=self.updated,
status=[run.status for run in self.runs[:last_x_runs]],
)
update(self, pipeline_update)
Update a PipelineSchema with a PipelineUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_update |
PipelineUpdateModel |
The update model. |
required |
Returns:
| Type | Description |
|---|---|
PipelineSchema |
The updated |
Source code in zenml/zen_stores/schemas/pipeline_schemas.py
def update(
self, pipeline_update: "PipelineUpdateModel"
) -> "PipelineSchema":
"""Update a `PipelineSchema` with a `PipelineUpdateModel`.
Args:
pipeline_update: The update model.
Returns:
The updated `PipelineSchema`.
"""
if pipeline_update.name:
self.name = pipeline_update.name
if pipeline_update.docstring:
self.docstring = pipeline_update.docstring
if pipeline_update.spec:
self.spec = pipeline_update.spec.json(sort_keys=True)
self.updated = datetime.utcnow()
return self
role_schemas
SQLModel implementation of roles that can be assigned to users or teams.
RolePermissionSchema (SQLModel)
pydantic-model
SQL Model for team assignments.
Source code in zenml/zen_stores/schemas/role_schemas.py
class RolePermissionSchema(SQLModel, table=True):
"""SQL Model for team assignments."""
__tablename__ = "role_permission"
name: PermissionType = Field(primary_key=True)
role_id: UUID = build_foreign_key_field(
source=__tablename__,
target=RoleSchema.__tablename__,
source_column="role_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
roles: List["RoleSchema"] = Relationship(back_populates="permissions")
RoleSchema (NamedSchema)
pydantic-model
SQL Model for roles.
Source code in zenml/zen_stores/schemas/role_schemas.py
class RoleSchema(NamedSchema, table=True):
"""SQL Model for roles."""
__tablename__ = "role"
permissions: List["RolePermissionSchema"] = Relationship(
back_populates="roles", sa_relationship_kwargs={"cascade": "delete"}
)
user_role_assignments: List["UserRoleAssignmentSchema"] = Relationship(
back_populates="role", sa_relationship_kwargs={"cascade": "delete"}
)
team_role_assignments: List["TeamRoleAssignmentSchema"] = Relationship(
back_populates="role", sa_relationship_kwargs={"cascade": "delete"}
)
@classmethod
def from_request(cls, model: RoleRequestModel) -> "RoleSchema":
"""Create a `RoleSchema` from a `RoleResponseModel`.
Args:
model: The `RoleResponseModel` from which to create the schema.
Returns:
The created `RoleSchema`.
"""
return cls(name=model.name)
def update(self, role_update: RoleUpdateModel) -> "RoleSchema":
"""Update a `RoleSchema` from a `RoleUpdateModel`.
Args:
role_update: The `RoleUpdateModel` from which to update the schema.
Returns:
The updated `RoleSchema`.
"""
for field, value in role_update.dict(
exclude_unset=True, exclude={"permissions"}
).items():
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(self) -> RoleResponseModel:
"""Convert a `RoleSchema` to a `RoleResponseModel`.
Returns:
The converted `RoleResponseModel`.
"""
return RoleResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
permissions={PermissionType(p.name) for p in self.permissions},
)
from_request(model)
classmethod
Create a RoleSchema from a RoleResponseModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
RoleRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
RoleSchema |
The created |
Source code in zenml/zen_stores/schemas/role_schemas.py
@classmethod
def from_request(cls, model: RoleRequestModel) -> "RoleSchema":
"""Create a `RoleSchema` from a `RoleResponseModel`.
Args:
model: The `RoleResponseModel` from which to create the schema.
Returns:
The created `RoleSchema`.
"""
return cls(name=model.name)
to_model(self)
Convert a RoleSchema to a RoleResponseModel.
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/role_schemas.py
def to_model(self) -> RoleResponseModel:
"""Convert a `RoleSchema` to a `RoleResponseModel`.
Returns:
The converted `RoleResponseModel`.
"""
return RoleResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
permissions={PermissionType(p.name) for p in self.permissions},
)
update(self, role_update)
Update a RoleSchema from a RoleUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_update |
RoleUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
RoleSchema |
The updated |
Source code in zenml/zen_stores/schemas/role_schemas.py
def update(self, role_update: RoleUpdateModel) -> "RoleSchema":
"""Update a `RoleSchema` from a `RoleUpdateModel`.
Args:
role_update: The `RoleUpdateModel` from which to update the schema.
Returns:
The updated `RoleSchema`.
"""
for field, value in role_update.dict(
exclude_unset=True, exclude={"permissions"}
).items():
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
TeamRoleAssignmentSchema (BaseSchema)
pydantic-model
SQL Model for assigning roles to teams for a given workspace.
Source code in zenml/zen_stores/schemas/role_schemas.py
class TeamRoleAssignmentSchema(BaseSchema, table=True):
"""SQL Model for assigning roles to teams for a given workspace."""
__tablename__ = "team_role_assignment"
id: UUID = Field(primary_key=True, default_factory=uuid4)
role_id: UUID = build_foreign_key_field(
source=__tablename__,
target=RoleSchema.__tablename__,
source_column="role_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
team_id: UUID = build_foreign_key_field(
source=__tablename__,
target=TeamSchema.__tablename__,
source_column="team_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
role: RoleSchema = Relationship(back_populates="team_role_assignments")
team: "TeamSchema" = Relationship(back_populates="assigned_roles")
workspace: Optional["WorkspaceSchema"] = Relationship(
back_populates="team_role_assignments"
)
@classmethod
def from_request(
cls, role_assignment: TeamRoleAssignmentRequestModel
) -> "TeamRoleAssignmentSchema":
"""Create a `TeamRoleAssignmentSchema` from a `RoleAssignmentRequestModel`.
Args:
role_assignment: The `RoleAssignmentRequestModel` from which to
create the schema.
Returns:
The created `TeamRoleAssignmentSchema`.
"""
return cls(
role_id=role_assignment.role,
team_id=role_assignment.team,
workspace_id=role_assignment.workspace,
)
def to_model(self) -> TeamRoleAssignmentResponseModel:
"""Convert a `TeamRoleAssignmentSchema` to a `RoleAssignmentModel`.
Returns:
The converted `RoleAssignmentModel`.
"""
return TeamRoleAssignmentResponseModel(
id=self.id,
workspace=self.workspace.to_model() if self.workspace else None,
team=self.team.to_model(_block_recursion=True),
role=self.role.to_model(),
created=self.created,
updated=self.updated,
)
from_request(role_assignment)
classmethod
Create a TeamRoleAssignmentSchema from a RoleAssignmentRequestModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_assignment |
TeamRoleAssignmentRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentSchema |
The created |
Source code in zenml/zen_stores/schemas/role_schemas.py
@classmethod
def from_request(
cls, role_assignment: TeamRoleAssignmentRequestModel
) -> "TeamRoleAssignmentSchema":
"""Create a `TeamRoleAssignmentSchema` from a `RoleAssignmentRequestModel`.
Args:
role_assignment: The `RoleAssignmentRequestModel` from which to
create the schema.
Returns:
The created `TeamRoleAssignmentSchema`.
"""
return cls(
role_id=role_assignment.role,
team_id=role_assignment.team,
workspace_id=role_assignment.workspace,
)
to_model(self)
Convert a TeamRoleAssignmentSchema to a RoleAssignmentModel.
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/role_schemas.py
def to_model(self) -> TeamRoleAssignmentResponseModel:
"""Convert a `TeamRoleAssignmentSchema` to a `RoleAssignmentModel`.
Returns:
The converted `RoleAssignmentModel`.
"""
return TeamRoleAssignmentResponseModel(
id=self.id,
workspace=self.workspace.to_model() if self.workspace else None,
team=self.team.to_model(_block_recursion=True),
role=self.role.to_model(),
created=self.created,
updated=self.updated,
)
UserRoleAssignmentSchema (BaseSchema)
pydantic-model
SQL Model for assigning roles to users for a given workspace.
Source code in zenml/zen_stores/schemas/role_schemas.py
class UserRoleAssignmentSchema(BaseSchema, table=True):
"""SQL Model for assigning roles to users for a given workspace."""
__tablename__ = "user_role_assignment"
id: UUID = Field(primary_key=True, default_factory=uuid4)
role_id: UUID = build_foreign_key_field(
source=__tablename__,
target=RoleSchema.__tablename__,
source_column="role_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
user_id: UUID = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
role: RoleSchema = Relationship(back_populates="user_role_assignments")
user: Optional["UserSchema"] = Relationship(
back_populates="assigned_roles"
)
workspace: Optional["WorkspaceSchema"] = Relationship(
back_populates="user_role_assignments"
)
@classmethod
def from_request(
cls, role_assignment: UserRoleAssignmentRequestModel
) -> "UserRoleAssignmentSchema":
"""Create a `UserRoleAssignmentSchema` from a `RoleAssignmentRequestModel`.
Args:
role_assignment: The `RoleAssignmentRequestModel` from which to
create the schema.
Returns:
The created `UserRoleAssignmentSchema`.
"""
return cls(
role_id=role_assignment.role,
user_id=role_assignment.user,
workspace_id=role_assignment.workspace,
)
def to_model(self) -> UserRoleAssignmentResponseModel:
"""Convert a `UserRoleAssignmentSchema` to a `RoleAssignmentModel`.
Returns:
The converted `RoleAssignmentModel`.
"""
return UserRoleAssignmentResponseModel(
id=self.id,
workspace=self.workspace.to_model() if self.workspace else None,
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
role=self.role.to_model(),
created=self.created,
updated=self.updated,
)
from_request(role_assignment)
classmethod
Create a UserRoleAssignmentSchema from a RoleAssignmentRequestModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_assignment |
UserRoleAssignmentRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentSchema |
The created |
Source code in zenml/zen_stores/schemas/role_schemas.py
@classmethod
def from_request(
cls, role_assignment: UserRoleAssignmentRequestModel
) -> "UserRoleAssignmentSchema":
"""Create a `UserRoleAssignmentSchema` from a `RoleAssignmentRequestModel`.
Args:
role_assignment: The `RoleAssignmentRequestModel` from which to
create the schema.
Returns:
The created `UserRoleAssignmentSchema`.
"""
return cls(
role_id=role_assignment.role,
user_id=role_assignment.user,
workspace_id=role_assignment.workspace,
)
to_model(self)
Convert a UserRoleAssignmentSchema to a RoleAssignmentModel.
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/role_schemas.py
def to_model(self) -> UserRoleAssignmentResponseModel:
"""Convert a `UserRoleAssignmentSchema` to a `RoleAssignmentModel`.
Returns:
The converted `RoleAssignmentModel`.
"""
return UserRoleAssignmentResponseModel(
id=self.id,
workspace=self.workspace.to_model() if self.workspace else None,
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
role=self.role.to_model(),
created=self.created,
updated=self.updated,
)
run_metadata_schemas
SQLModel implementation of pipeline run metadata tables.
RunMetadataSchema (BaseSchema)
pydantic-model
SQL Model for run metadata.
Source code in zenml/zen_stores/schemas/run_metadata_schemas.py
class RunMetadataSchema(BaseSchema, table=True):
"""SQL Model for run metadata."""
__tablename__ = "run_metadata"
pipeline_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineRunSchema.__tablename__,
source_column="pipeline_run_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
pipeline_run: Optional["PipelineRunSchema"] = Relationship(
back_populates="run_metadata"
)
step_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="step_run_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
step_run: Optional["StepRunSchema"] = Relationship(
back_populates="run_metadata"
)
artifact_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=ArtifactSchema.__tablename__,
source_column="artifact_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
artifact: Optional["ArtifactSchema"] = Relationship(
back_populates="run_metadata"
)
stack_component_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackComponentSchema.__tablename__,
source_column="stack_component_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
stack_component: Optional["StackComponentSchema"] = Relationship(
back_populates="run_metadata"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="run_metadata")
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="run_metadata")
key: str
value: str = Field(sa_column=Column(TEXT, nullable=False))
type: MetadataTypeEnum
def to_model(self) -> "RunMetadataResponseModel":
"""Convert a `RunMetadataSchema` to a `RunMetadataResponseModel`.
Returns:
The created `RunMetadataResponseModel`.
"""
return RunMetadataResponseModel(
id=self.id,
pipeline_run_id=self.pipeline_run_id,
step_run_id=self.step_run_id,
artifact_id=self.artifact_id,
stack_component_id=self.stack_component_id,
key=self.key,
value=json.loads(self.value),
type=self.type,
workspace=self.workspace.to_model(),
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
created=self.created,
updated=self.updated,
)
to_model(self)
Convert a RunMetadataSchema to a RunMetadataResponseModel.
Returns:
| Type | Description |
|---|---|
RunMetadataResponseModel |
The created |
Source code in zenml/zen_stores/schemas/run_metadata_schemas.py
def to_model(self) -> "RunMetadataResponseModel":
"""Convert a `RunMetadataSchema` to a `RunMetadataResponseModel`.
Returns:
The created `RunMetadataResponseModel`.
"""
return RunMetadataResponseModel(
id=self.id,
pipeline_run_id=self.pipeline_run_id,
step_run_id=self.step_run_id,
artifact_id=self.artifact_id,
stack_component_id=self.stack_component_id,
key=self.key,
value=json.loads(self.value),
type=self.type,
workspace=self.workspace.to_model(),
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
created=self.created,
updated=self.updated,
)
schedule_schema
SQL Model Implementations for Pipeline Schedules.
ScheduleSchema (NamedSchema)
pydantic-model
SQL Model for schedules.
Source code in zenml/zen_stores/schemas/schedule_schema.py
class ScheduleSchema(NamedSchema, table=True):
"""SQL Model for schedules."""
__tablename__ = "schedule"
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="schedules")
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: "UserSchema" = Relationship(back_populates="schedules")
pipeline_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=PipelineSchema.__tablename__,
source_column="pipeline_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
pipeline: "PipelineSchema" = Relationship(back_populates="schedules")
deployment: Optional["PipelineDeploymentSchema"] = Relationship(
back_populates="schedule"
)
orchestrator_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=StackComponentSchema.__tablename__,
source_column="orchestrator_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
orchestrator: "StackComponentSchema" = Relationship(
back_populates="schedules"
)
active: bool
cron_expression: Optional[str] = Field(nullable=True)
start_time: Optional[datetime] = Field(nullable=True)
end_time: Optional[datetime] = Field(nullable=True)
interval_second: Optional[float] = Field(nullable=True)
catchup: bool
@classmethod
def from_create_model(
cls, model: ScheduleRequestModel
) -> "ScheduleSchema":
"""Create a `ScheduleSchema` from a `ScheduleRequestModel`.
Args:
model: The `ScheduleRequestModel` to create the schema from.
Returns:
The created `ScheduleSchema`.
"""
if model.interval_second is not None:
interval_second = model.interval_second.total_seconds()
else:
interval_second = None
return cls(
name=model.name,
workspace_id=model.workspace,
user_id=model.user,
pipeline_id=model.pipeline_id,
orchestrator_id=model.orchestrator_id,
active=model.active,
cron_expression=model.cron_expression,
start_time=model.start_time,
end_time=model.end_time,
interval_second=interval_second,
catchup=model.catchup,
)
def from_update_model(
self, model: ScheduleUpdateModel
) -> "ScheduleSchema":
"""Update a `ScheduleSchema` from a `ScheduleUpdateModel`.
Args:
model: The `ScheduleUpdateModel` to update the schema from.
Returns:
The updated `ScheduleSchema`.
"""
if model.name is not None:
self.name = model.name
if model.active is not None:
self.active = model.active
if model.cron_expression is not None:
self.cron_expression = model.cron_expression
if model.start_time is not None:
self.start_time = model.start_time
if model.end_time is not None:
self.end_time = model.end_time
if model.interval_second is not None:
self.interval_second = model.interval_second.total_seconds()
if model.catchup is not None:
self.catchup = model.catchup
self.updated = datetime.utcnow()
return self
def to_model(self) -> ScheduleResponseModel:
"""Convert a `ScheduleSchema` to a `ScheduleResponseModel`.
Returns:
The created `ScheduleResponseModel`.
"""
if self.interval_second is not None:
interval_second = timedelta(seconds=self.interval_second)
else:
interval_second = None
return ScheduleResponseModel(
id=self.id,
name=self.name,
workspace=self.workspace.to_model(),
user=self.user.to_model(),
pipeline_id=self.pipeline_id,
orchestrator_id=self.orchestrator_id,
active=self.active,
cron_expression=self.cron_expression,
start_time=self.start_time,
end_time=self.end_time,
interval_second=interval_second,
catchup=self.catchup,
created=self.created,
updated=self.updated,
)
from_create_model(model)
classmethod
Create a ScheduleSchema from a ScheduleRequestModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
ScheduleRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
ScheduleSchema |
The created |
Source code in zenml/zen_stores/schemas/schedule_schema.py
@classmethod
def from_create_model(
cls, model: ScheduleRequestModel
) -> "ScheduleSchema":
"""Create a `ScheduleSchema` from a `ScheduleRequestModel`.
Args:
model: The `ScheduleRequestModel` to create the schema from.
Returns:
The created `ScheduleSchema`.
"""
if model.interval_second is not None:
interval_second = model.interval_second.total_seconds()
else:
interval_second = None
return cls(
name=model.name,
workspace_id=model.workspace,
user_id=model.user,
pipeline_id=model.pipeline_id,
orchestrator_id=model.orchestrator_id,
active=model.active,
cron_expression=model.cron_expression,
start_time=model.start_time,
end_time=model.end_time,
interval_second=interval_second,
catchup=model.catchup,
)
from_update_model(self, model)
Update a ScheduleSchema from a ScheduleUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
ScheduleUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
ScheduleSchema |
The updated |
Source code in zenml/zen_stores/schemas/schedule_schema.py
def from_update_model(
self, model: ScheduleUpdateModel
) -> "ScheduleSchema":
"""Update a `ScheduleSchema` from a `ScheduleUpdateModel`.
Args:
model: The `ScheduleUpdateModel` to update the schema from.
Returns:
The updated `ScheduleSchema`.
"""
if model.name is not None:
self.name = model.name
if model.active is not None:
self.active = model.active
if model.cron_expression is not None:
self.cron_expression = model.cron_expression
if model.start_time is not None:
self.start_time = model.start_time
if model.end_time is not None:
self.end_time = model.end_time
if model.interval_second is not None:
self.interval_second = model.interval_second.total_seconds()
if model.catchup is not None:
self.catchup = model.catchup
self.updated = datetime.utcnow()
return self
to_model(self)
Convert a ScheduleSchema to a ScheduleResponseModel.
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The created |
Source code in zenml/zen_stores/schemas/schedule_schema.py
def to_model(self) -> ScheduleResponseModel:
"""Convert a `ScheduleSchema` to a `ScheduleResponseModel`.
Returns:
The created `ScheduleResponseModel`.
"""
if self.interval_second is not None:
interval_second = timedelta(seconds=self.interval_second)
else:
interval_second = None
return ScheduleResponseModel(
id=self.id,
name=self.name,
workspace=self.workspace.to_model(),
user=self.user.to_model(),
pipeline_id=self.pipeline_id,
orchestrator_id=self.orchestrator_id,
active=self.active,
cron_expression=self.cron_expression,
start_time=self.start_time,
end_time=self.end_time,
interval_second=interval_second,
catchup=self.catchup,
created=self.created,
updated=self.updated,
)
schema_utils
Utility functions for SQLModel schemas.
build_foreign_key_field(source, target, source_column, target_column, ondelete, nullable, **sa_column_kwargs)
Build a SQLModel foreign key field.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
source |
str |
Source table name. |
required |
target |
str |
Target table name. |
required |
source_column |
str |
Source column name. |
required |
target_column |
str |
Target column name. |
required |
ondelete |
str |
On delete behavior. |
required |
nullable |
bool |
Whether the field is nullable. |
required |
**sa_column_kwargs |
Any |
Keyword arguments for the SQLAlchemy column. |
{} |
Returns:
| Type | Description |
|---|---|
Any |
SQLModel foreign key field. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the ondelete and nullable arguments are not compatible. |
Source code in zenml/zen_stores/schemas/schema_utils.py
def build_foreign_key_field(
source: str,
target: str,
source_column: str,
target_column: str,
ondelete: str,
nullable: bool,
**sa_column_kwargs: Any,
) -> Any:
"""Build a SQLModel foreign key field.
Args:
source: Source table name.
target: Target table name.
source_column: Source column name.
target_column: Target column name.
ondelete: On delete behavior.
nullable: Whether the field is nullable.
**sa_column_kwargs: Keyword arguments for the SQLAlchemy column.
Returns:
SQLModel foreign key field.
Raises:
ValueError: If the ondelete and nullable arguments are not compatible.
"""
if not nullable and ondelete == "SET NULL":
raise ValueError(
"Cannot set ondelete to SET NULL if the field is not nullable."
)
constraint_name = foreign_key_constraint_name(
source=source,
target=target,
source_column=source_column,
)
return Field(
sa_column=Column(
ForeignKey(
f"{target}.{target_column}",
name=constraint_name,
ondelete=ondelete,
),
nullable=nullable,
**sa_column_kwargs,
),
)
foreign_key_constraint_name(source, target, source_column)
Defines the name of a foreign key constraint.
For simplicity, we use the naming convention used by alembic here: https://alembic.sqlalchemy.org/en/latest/batch.html#dropping-unnamed-or-named-foreign-key-constraints.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
source |
str |
Source table name. |
required |
target |
str |
Target table name. |
required |
source_column |
str |
Source column name. |
required |
Returns:
| Type | Description |
|---|---|
str |
Name of the foreign key constraint. |
Source code in zenml/zen_stores/schemas/schema_utils.py
def foreign_key_constraint_name(
source: str, target: str, source_column: str
) -> str:
"""Defines the name of a foreign key constraint.
For simplicity, we use the naming convention used by alembic here:
https://alembic.sqlalchemy.org/en/latest/batch.html#dropping-unnamed-or-named-foreign-key-constraints.
Args:
source: Source table name.
target: Target table name.
source_column: Source column name.
Returns:
Name of the foreign key constraint.
"""
return f"fk_{source}_{source_column}_{target}"
secret_schemas
SQL Model Implementations for Secrets.
SecretSchema (NamedSchema)
pydantic-model
SQL Model for secrets.
Attributes:
| Name | Type | Description |
|---|---|---|
name |
str |
The name of the secret. |
values |
bytes |
The values of the secret. |
Source code in zenml/zen_stores/schemas/secret_schemas.py
class SecretSchema(NamedSchema, table=True):
"""SQL Model for secrets.
Attributes:
name: The name of the secret.
values: The values of the secret.
"""
__tablename__ = "secret"
scope: SecretScope
values: bytes = Field(sa_column=Column(TEXT, nullable=False))
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="secrets")
user_id: UUID = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
user: "UserSchema" = Relationship(back_populates="secrets")
@classmethod
def _dump_secret_values(
cls, values: Dict[str, str], encryption_engine: Optional[AesGcmEngine]
) -> bytes:
"""Dump the secret values to a string.
Args:
values: The secret values to dump.
encryption_engine: The encryption engine to use to encrypt the
secret values. If None, the values will be base64 encoded.
Raises:
ValueError: If the secret values do not fit in the database field.
Returns:
The serialized encrypted secret values.
"""
serialized_values = json.dumps(values)
if encryption_engine is None:
encrypted_values = base64.b64encode(
serialized_values.encode("utf-8")
)
else:
encrypted_values = encryption_engine.encrypt(serialized_values)
if len(encrypted_values) > TEXT_FIELD_MAX_LENGTH:
raise ValueError(
"Database representation of secret values exceeds max "
"length. Please use fewer values or consider using shorter "
"secret keys and/or values."
)
return encrypted_values
@classmethod
def _load_secret_values(
cls,
encrypted_values: bytes,
encryption_engine: Optional[AesGcmEngine] = None,
) -> Dict[str, str]:
"""Load the secret values from a base64 encoded byte string.
Args:
encrypted_values: The serialized encrypted secret values.
encryption_engine: The encryption engine to use to decrypt the
secret values. If None, the values will be base64 decoded.
Returns:
The loaded secret values.
"""
if encryption_engine is None:
serialized_values = base64.b64decode(encrypted_values).decode()
else:
serialized_values = encryption_engine.decrypt(encrypted_values)
return cast(
Dict[str, str],
json.loads(serialized_values),
)
@classmethod
def from_request(
cls,
secret: SecretRequestModel,
encryption_engine: Optional[AesGcmEngine] = None,
) -> "SecretSchema":
"""Create a `SecretSchema` from a `SecretRequestModel`.
Args:
secret: The `SecretRequestModel` from which to create the schema.
encryption_engine: The encryption engine to use to encrypt the
secret values. If None, the values will be base64 encoded.
Returns:
The created `SecretSchema`.
"""
assert secret.user is not None, "User must be set for secret creation."
return cls(
name=secret.name,
scope=secret.scope,
workspace_id=secret.workspace,
user_id=secret.user,
values=cls._dump_secret_values(
secret.secret_values, encryption_engine
),
)
def update(
self,
secret_update: SecretUpdateModel,
encryption_engine: Optional[AesGcmEngine] = None,
) -> "SecretSchema":
"""Update a `SecretSchema` from a `SecretUpdateModel`.
The method also knows how to handle the `values` field of the secret
update model: It will update the existing values with the new values
and drop `None` values.
Args:
secret_update: The `SecretUpdateModel` from which to update the schema.
encryption_engine: The encryption engine to use to encrypt the
secret values. If None, the values will be base64 encoded.
Returns:
The updated `SecretSchema`.
"""
for field, value in secret_update.dict(
exclude_unset=True, exclude={"workspace", "user"}
).items():
if field == "values":
existing_values = self._load_secret_values(
self.values, encryption_engine
)
existing_values.update(secret_update.secret_values)
# Drop values removed in the update
for k, v in secret_update.values.items():
if v is None and k in existing_values:
del existing_values[k]
self.values = self._dump_secret_values(
existing_values, encryption_engine
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(
self,
encryption_engine: Optional[AesGcmEngine] = None,
include_values: bool = True,
) -> SecretResponseModel:
"""Converts a secret schema to a secret model.
Args:
encryption_engine: The encryption engine to use to decrypt the
secret values. If None, the values will be base64 decoded.
include_values: Whether to include the secret values in the
response model or not.
Returns:
The secret model.
"""
return SecretResponseModel(
id=self.id,
name=self.name,
scope=self.scope,
values=self._load_secret_values(self.values, encryption_engine)
if include_values
else {},
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
)
from_request(secret, encryption_engine=None)
classmethod
Create a SecretSchema from a SecretRequestModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The |
required |
encryption_engine |
Optional[sqlalchemy_utils.types.encrypted.encrypted_type.AesGcmEngine] |
The encryption engine to use to encrypt the secret values. If None, the values will be base64 encoded. |
None |
Returns:
| Type | Description |
|---|---|
SecretSchema |
The created |
Source code in zenml/zen_stores/schemas/secret_schemas.py
@classmethod
def from_request(
cls,
secret: SecretRequestModel,
encryption_engine: Optional[AesGcmEngine] = None,
) -> "SecretSchema":
"""Create a `SecretSchema` from a `SecretRequestModel`.
Args:
secret: The `SecretRequestModel` from which to create the schema.
encryption_engine: The encryption engine to use to encrypt the
secret values. If None, the values will be base64 encoded.
Returns:
The created `SecretSchema`.
"""
assert secret.user is not None, "User must be set for secret creation."
return cls(
name=secret.name,
scope=secret.scope,
workspace_id=secret.workspace,
user_id=secret.user,
values=cls._dump_secret_values(
secret.secret_values, encryption_engine
),
)
to_model(self, encryption_engine=None, include_values=True)
Converts a secret schema to a secret model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
encryption_engine |
Optional[sqlalchemy_utils.types.encrypted.encrypted_type.AesGcmEngine] |
The encryption engine to use to decrypt the secret values. If None, the values will be base64 decoded. |
None |
include_values |
bool |
Whether to include the secret values in the response model or not. |
True |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret model. |
Source code in zenml/zen_stores/schemas/secret_schemas.py
def to_model(
self,
encryption_engine: Optional[AesGcmEngine] = None,
include_values: bool = True,
) -> SecretResponseModel:
"""Converts a secret schema to a secret model.
Args:
encryption_engine: The encryption engine to use to decrypt the
secret values. If None, the values will be base64 decoded.
include_values: Whether to include the secret values in the
response model or not.
Returns:
The secret model.
"""
return SecretResponseModel(
id=self.id,
name=self.name,
scope=self.scope,
values=self._load_secret_values(self.values, encryption_engine)
if include_values
else {},
user=self.user.to_model() if self.user else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
)
update(self, secret_update, encryption_engine=None)
Update a SecretSchema from a SecretUpdateModel.
The method also knows how to handle the values field of the secret
update model: It will update the existing values with the new values
and drop None values.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_update |
SecretUpdateModel |
The |
required |
encryption_engine |
Optional[sqlalchemy_utils.types.encrypted.encrypted_type.AesGcmEngine] |
The encryption engine to use to encrypt the secret values. If None, the values will be base64 encoded. |
None |
Returns:
| Type | Description |
|---|---|
SecretSchema |
The updated |
Source code in zenml/zen_stores/schemas/secret_schemas.py
def update(
self,
secret_update: SecretUpdateModel,
encryption_engine: Optional[AesGcmEngine] = None,
) -> "SecretSchema":
"""Update a `SecretSchema` from a `SecretUpdateModel`.
The method also knows how to handle the `values` field of the secret
update model: It will update the existing values with the new values
and drop `None` values.
Args:
secret_update: The `SecretUpdateModel` from which to update the schema.
encryption_engine: The encryption engine to use to encrypt the
secret values. If None, the values will be base64 encoded.
Returns:
The updated `SecretSchema`.
"""
for field, value in secret_update.dict(
exclude_unset=True, exclude={"workspace", "user"}
).items():
if field == "values":
existing_values = self._load_secret_values(
self.values, encryption_engine
)
existing_values.update(secret_update.secret_values)
# Drop values removed in the update
for k, v in secret_update.values.items():
if v is None and k in existing_values:
del existing_values[k]
self.values = self._dump_secret_values(
existing_values, encryption_engine
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
service_connector_schemas
SQL Model Implementations for Service Connectors.
ServiceConnectorSchema (ShareableSchema)
pydantic-model
SQL Model for service connectors.
Source code in zenml/zen_stores/schemas/service_connector_schemas.py
class ServiceConnectorSchema(ShareableSchema, table=True):
"""SQL Model for service connectors."""
__tablename__ = "service_connector"
connector_type: str = Field(sa_column=Column(TEXT))
description: str
auth_method: str = Field(sa_column=Column(TEXT))
resource_types: bytes
resource_id: Optional[str] = Field(sa_column=Column(TEXT, nullable=True))
supports_instances: bool
configuration: Optional[bytes]
secret_id: Optional[UUID]
expires_at: Optional[datetime]
expiration_seconds: Optional[int]
labels: Optional[bytes]
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(
back_populates="service_connectors"
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(
back_populates="service_connectors"
)
components: List["StackComponentSchema"] = Relationship(
back_populates="connector",
)
@property
def resource_types_list(self) -> List[str]:
"""Returns the resource types as a list.
Returns:
The resource types as a list.
"""
resource_types = json.loads(
base64.b64decode(self.resource_types).decode()
)
assert isinstance(resource_types, list)
return resource_types
@property
def labels_dict(self) -> Dict[str, str]:
"""Returns the labels as a dictionary.
Returns:
The labels as a dictionary.
"""
if self.labels is None:
return {}
labels_dict = json.loads(base64.b64decode(self.labels).decode())
return cast(Dict[str, str], labels_dict)
def has_labels(self, labels: Dict[str, Optional[str]]) -> bool:
"""Checks if the connector has the given labels.
Args:
labels: The labels to check for.
Returns:
Whether the connector has the given labels.
"""
return all(
self.labels_dict.get(key, None) == value
for key, value in labels.items()
if value is not None
) and all(
key in self.labels_dict
for key, value in labels.items()
if value is None
)
@classmethod
def from_request(
cls,
connector_request: ServiceConnectorRequestModel,
secret_id: Optional[UUID] = None,
) -> "ServiceConnectorSchema":
"""Create a `ServiceConnectorSchema` from a `ServiceConnectorRequestModel`.
Args:
connector_request: The `ServiceConnectorRequestModel` from which to
create the schema.
secret_id: The ID of the secret to use for this connector.
Returns:
The created `ServiceConnectorSchema`.
"""
assert connector_request.user is not None, "User must be set."
return cls(
workspace_id=connector_request.workspace,
user_id=connector_request.user,
is_shared=connector_request.is_shared,
name=connector_request.name,
description=connector_request.description,
connector_type=connector_request.type,
auth_method=connector_request.auth_method,
resource_types=base64.b64encode(
json.dumps(connector_request.resource_types).encode("utf-8")
),
resource_id=connector_request.resource_id,
supports_instances=connector_request.supports_instances,
configuration=base64.b64encode(
json.dumps(connector_request.configuration).encode("utf-8")
)
if connector_request.configuration
else None,
secret_id=secret_id,
expires_at=connector_request.expires_at,
expiration_seconds=connector_request.expiration_seconds,
labels=base64.b64encode(
json.dumps(connector_request.labels).encode("utf-8")
)
if connector_request.labels
else None,
)
def update(
self,
connector_update: ServiceConnectorUpdateModel,
secret_id: Optional[UUID] = None,
) -> "ServiceConnectorSchema":
"""Updates a `ServiceConnectorSchema` from a `ServiceConnectorUpdateModel`.
Args:
connector_update: The `ServiceConnectorUpdateModel` to update from.
secret_id: The ID of the secret to use for this connector.
Returns:
The updated `ServiceConnectorSchema`.
"""
for field, value in connector_update.dict(
exclude_unset=False,
exclude={"workspace", "user", "secrets"},
).items():
if value is None:
if field == "resource_id":
# The resource ID field in the update is special: if set
# to None in the update, it triggers the existing resource
# ID to be cleared.
self.resource_id = None
if field == "expiration_seconds":
# The expiration_seconds field in the update is special:
# if set to None in the update, it triggers the existing
# expiration_seconds to be cleared.
self.expiration_seconds = None
continue
if field == "configuration":
self.configuration = (
base64.b64encode(
json.dumps(connector_update.configuration).encode(
"utf-8"
)
)
if connector_update.configuration
else None
)
elif field == "resource_types":
self.resource_types = base64.b64encode(
json.dumps(connector_update.resource_types).encode("utf-8")
)
elif field == "labels":
self.labels = (
base64.b64encode(
json.dumps(connector_update.labels).encode("utf-8")
)
if connector_update.labels
else None
)
else:
setattr(self, field, value)
self.secret_id = secret_id
self.updated = datetime.utcnow()
return self
def to_model(
self,
) -> "ServiceConnectorResponseModel":
"""Creates a `ServiceConnectorModel` from an instance of a `ServiceConnectorSchema`.
Returns:
A `ServiceConnectorModel`
"""
return ServiceConnectorResponseModel(
id=self.id,
name=self.name,
description=self.description,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
is_shared=self.is_shared,
created=self.created,
updated=self.updated,
connector_type=self.connector_type,
auth_method=self.auth_method,
resource_types=self.resource_types_list,
resource_id=self.resource_id,
supports_instances=self.supports_instances,
configuration=json.loads(
base64.b64decode(self.configuration).decode()
)
if self.configuration
else {},
secret_id=self.secret_id,
expires_at=self.expires_at,
expiration_seconds=self.expiration_seconds,
labels=self.labels_dict,
)
labels_dict: Dict[str, str]
property
readonly
Returns the labels as a dictionary.
Returns:
| Type | Description |
|---|---|
Dict[str, str] |
The labels as a dictionary. |
resource_types_list: List[str]
property
readonly
Returns the resource types as a list.
Returns:
| Type | Description |
|---|---|
List[str] |
The resource types as a list. |
from_request(connector_request, secret_id=None)
classmethod
Create a ServiceConnectorSchema from a ServiceConnectorRequestModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_request |
ServiceConnectorRequestModel |
The |
required |
secret_id |
Optional[uuid.UUID] |
The ID of the secret to use for this connector. |
None |
Returns:
| Type | Description |
|---|---|
ServiceConnectorSchema |
The created |
Source code in zenml/zen_stores/schemas/service_connector_schemas.py
@classmethod
def from_request(
cls,
connector_request: ServiceConnectorRequestModel,
secret_id: Optional[UUID] = None,
) -> "ServiceConnectorSchema":
"""Create a `ServiceConnectorSchema` from a `ServiceConnectorRequestModel`.
Args:
connector_request: The `ServiceConnectorRequestModel` from which to
create the schema.
secret_id: The ID of the secret to use for this connector.
Returns:
The created `ServiceConnectorSchema`.
"""
assert connector_request.user is not None, "User must be set."
return cls(
workspace_id=connector_request.workspace,
user_id=connector_request.user,
is_shared=connector_request.is_shared,
name=connector_request.name,
description=connector_request.description,
connector_type=connector_request.type,
auth_method=connector_request.auth_method,
resource_types=base64.b64encode(
json.dumps(connector_request.resource_types).encode("utf-8")
),
resource_id=connector_request.resource_id,
supports_instances=connector_request.supports_instances,
configuration=base64.b64encode(
json.dumps(connector_request.configuration).encode("utf-8")
)
if connector_request.configuration
else None,
secret_id=secret_id,
expires_at=connector_request.expires_at,
expiration_seconds=connector_request.expiration_seconds,
labels=base64.b64encode(
json.dumps(connector_request.labels).encode("utf-8")
)
if connector_request.labels
else None,
)
has_labels(self, labels)
Checks if the connector has the given labels.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
labels |
Dict[str, Optional[str]] |
The labels to check for. |
required |
Returns:
| Type | Description |
|---|---|
bool |
Whether the connector has the given labels. |
Source code in zenml/zen_stores/schemas/service_connector_schemas.py
def has_labels(self, labels: Dict[str, Optional[str]]) -> bool:
"""Checks if the connector has the given labels.
Args:
labels: The labels to check for.
Returns:
Whether the connector has the given labels.
"""
return all(
self.labels_dict.get(key, None) == value
for key, value in labels.items()
if value is not None
) and all(
key in self.labels_dict
for key, value in labels.items()
if value is None
)
to_model(self)
Creates a ServiceConnectorModel from an instance of a ServiceConnectorSchema.
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
A |
Source code in zenml/zen_stores/schemas/service_connector_schemas.py
def to_model(
self,
) -> "ServiceConnectorResponseModel":
"""Creates a `ServiceConnectorModel` from an instance of a `ServiceConnectorSchema`.
Returns:
A `ServiceConnectorModel`
"""
return ServiceConnectorResponseModel(
id=self.id,
name=self.name,
description=self.description,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
is_shared=self.is_shared,
created=self.created,
updated=self.updated,
connector_type=self.connector_type,
auth_method=self.auth_method,
resource_types=self.resource_types_list,
resource_id=self.resource_id,
supports_instances=self.supports_instances,
configuration=json.loads(
base64.b64decode(self.configuration).decode()
)
if self.configuration
else {},
secret_id=self.secret_id,
expires_at=self.expires_at,
expiration_seconds=self.expiration_seconds,
labels=self.labels_dict,
)
update(self, connector_update, secret_id=None)
Updates a ServiceConnectorSchema from a ServiceConnectorUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_update |
ServiceConnectorUpdateModel |
The |
required |
secret_id |
Optional[uuid.UUID] |
The ID of the secret to use for this connector. |
None |
Returns:
| Type | Description |
|---|---|
ServiceConnectorSchema |
The updated |
Source code in zenml/zen_stores/schemas/service_connector_schemas.py
def update(
self,
connector_update: ServiceConnectorUpdateModel,
secret_id: Optional[UUID] = None,
) -> "ServiceConnectorSchema":
"""Updates a `ServiceConnectorSchema` from a `ServiceConnectorUpdateModel`.
Args:
connector_update: The `ServiceConnectorUpdateModel` to update from.
secret_id: The ID of the secret to use for this connector.
Returns:
The updated `ServiceConnectorSchema`.
"""
for field, value in connector_update.dict(
exclude_unset=False,
exclude={"workspace", "user", "secrets"},
).items():
if value is None:
if field == "resource_id":
# The resource ID field in the update is special: if set
# to None in the update, it triggers the existing resource
# ID to be cleared.
self.resource_id = None
if field == "expiration_seconds":
# The expiration_seconds field in the update is special:
# if set to None in the update, it triggers the existing
# expiration_seconds to be cleared.
self.expiration_seconds = None
continue
if field == "configuration":
self.configuration = (
base64.b64encode(
json.dumps(connector_update.configuration).encode(
"utf-8"
)
)
if connector_update.configuration
else None
)
elif field == "resource_types":
self.resource_types = base64.b64encode(
json.dumps(connector_update.resource_types).encode("utf-8")
)
elif field == "labels":
self.labels = (
base64.b64encode(
json.dumps(connector_update.labels).encode("utf-8")
)
if connector_update.labels
else None
)
else:
setattr(self, field, value)
self.secret_id = secret_id
self.updated = datetime.utcnow()
return self
stack_schemas
SQL Model Implementations for Stacks.
StackCompositionSchema (SQLModel)
pydantic-model
SQL Model for stack definitions.
Join table between Stacks and StackComponents.
Source code in zenml/zen_stores/schemas/stack_schemas.py
class StackCompositionSchema(SQLModel, table=True):
"""SQL Model for stack definitions.
Join table between Stacks and StackComponents.
"""
__tablename__ = "stack_composition"
stack_id: UUID = build_foreign_key_field(
source=__tablename__,
target="stack", # TODO: how to reference `StackSchema.__tablename__`?
source_column="stack_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
component_id: UUID = build_foreign_key_field(
source=__tablename__,
target="stack_component", # TODO: how to reference `StackComponentSchema.__tablename__`?
source_column="component_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
StackSchema (ShareableSchema)
pydantic-model
SQL Model for stacks.
Source code in zenml/zen_stores/schemas/stack_schemas.py
class StackSchema(ShareableSchema, table=True):
"""SQL Model for stacks."""
__tablename__ = "stack"
stack_spec_path: Optional[str]
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
workspace: "WorkspaceSchema" = Relationship(back_populates="stacks")
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
user: Optional["UserSchema"] = Relationship(back_populates="stacks")
components: List["StackComponentSchema"] = Relationship(
back_populates="stacks",
link_model=StackCompositionSchema,
)
builds: List["PipelineBuildSchema"] = Relationship(back_populates="stack")
deployments: List["PipelineDeploymentSchema"] = Relationship(
back_populates="stack",
)
def update(
self,
stack_update: "StackUpdateModel",
components: List["StackComponentSchema"],
) -> "StackSchema":
"""Updates a stack schema with a stack update model.
Args:
stack_update: `StackUpdateModel` to update the stack with.
components: List of `StackComponentSchema` to update the stack with.
Returns:
The updated StackSchema.
"""
for field, value in stack_update.dict(exclude_unset=True).items():
if field == "components":
self.components = components
elif field == "user":
assert self.user_id == value
elif field == "workspace":
assert self.workspace_id == value
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(self) -> "StackResponseModel":
"""Converts the schema to a model.
Returns:
The converted model.
"""
return StackResponseModel(
id=self.id,
name=self.name,
stack_spec_path=self.stack_spec_path,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
is_shared=self.is_shared,
components={c.type: [c.to_model()] for c in self.components},
created=self.created,
updated=self.updated,
)
to_model(self)
Converts the schema to a model.
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The converted model. |
Source code in zenml/zen_stores/schemas/stack_schemas.py
def to_model(self) -> "StackResponseModel":
"""Converts the schema to a model.
Returns:
The converted model.
"""
return StackResponseModel(
id=self.id,
name=self.name,
stack_spec_path=self.stack_spec_path,
user=self.user.to_model(True) if self.user else None,
workspace=self.workspace.to_model(),
is_shared=self.is_shared,
components={c.type: [c.to_model()] for c in self.components},
created=self.created,
updated=self.updated,
)
update(self, stack_update, components)
Updates a stack schema with a stack update model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_update |
StackUpdateModel |
|
required |
components |
List[StackComponentSchema] |
List of |
required |
Returns:
| Type | Description |
|---|---|
StackSchema |
The updated StackSchema. |
Source code in zenml/zen_stores/schemas/stack_schemas.py
def update(
self,
stack_update: "StackUpdateModel",
components: List["StackComponentSchema"],
) -> "StackSchema":
"""Updates a stack schema with a stack update model.
Args:
stack_update: `StackUpdateModel` to update the stack with.
components: List of `StackComponentSchema` to update the stack with.
Returns:
The updated StackSchema.
"""
for field, value in stack_update.dict(exclude_unset=True).items():
if field == "components":
self.components = components
elif field == "user":
assert self.user_id == value
elif field == "workspace":
assert self.workspace_id == value
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
step_run_schemas
SQLModel implementation of step run tables.
StepRunInputArtifactSchema (SQLModel)
pydantic-model
SQL Model that defines which artifacts are inputs to which step.
Source code in zenml/zen_stores/schemas/step_run_schemas.py
class StepRunInputArtifactSchema(SQLModel, table=True):
"""SQL Model that defines which artifacts are inputs to which step."""
__tablename__ = "step_run_input_artifact"
# Fields
name: str = Field(nullable=False, primary_key=True)
# Foreign keys
step_id: UUID = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="step_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
artifact_id: UUID = build_foreign_key_field(
source=__tablename__,
target="artifact", # TODO: Find a way for ArtifactSchema.__tablename__
source_column="artifact_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
# Relationships
step_run: "StepRunSchema" = Relationship(back_populates="input_artifacts")
artifact: "ArtifactSchema" = Relationship()
StepRunOutputArtifactSchema (SQLModel)
pydantic-model
SQL Model that defines which artifacts are outputs of which step.
Source code in zenml/zen_stores/schemas/step_run_schemas.py
class StepRunOutputArtifactSchema(SQLModel, table=True):
"""SQL Model that defines which artifacts are outputs of which step."""
__tablename__ = "step_run_output_artifact"
# Fields
name: str
# Foreign keys
step_id: UUID = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="step_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
artifact_id: UUID = build_foreign_key_field(
source=__tablename__,
target="artifact", # TODO: Find a way for ArtifactSchema.__tablename__
source_column="artifact_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
# Relationship
step_run: "StepRunSchema" = Relationship(back_populates="output_artifacts")
artifact: "ArtifactSchema" = Relationship(
back_populates="output_of_step_runs"
)
StepRunParentsSchema (SQLModel)
pydantic-model
SQL Model that defines the order of steps.
Source code in zenml/zen_stores/schemas/step_run_schemas.py
class StepRunParentsSchema(SQLModel, table=True):
"""SQL Model that defines the order of steps."""
__tablename__ = "step_run_parents"
# Foreign Keys
parent_id: UUID = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="parent_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
child_id: UUID = build_foreign_key_field(
source=__tablename__,
target=StepRunSchema.__tablename__,
source_column="child_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
StepRunSchema (NamedSchema)
pydantic-model
SQL Model for steps of pipeline runs.
Source code in zenml/zen_stores/schemas/step_run_schemas.py
class StepRunSchema(NamedSchema, table=True):
"""SQL Model for steps of pipeline runs."""
__tablename__ = "step_run"
# Fields
start_time: Optional[datetime] = Field(nullable=True)
end_time: Optional[datetime] = Field(nullable=True)
status: ExecutionStatus = Field(nullable=False)
docstring: Optional[str] = Field(sa_column=Column(TEXT, nullable=True))
cache_key: Optional[str] = Field(nullable=True)
source_code: Optional[str] = Field(sa_column=Column(TEXT, nullable=True))
code_hash: Optional[str] = Field(nullable=True)
step_configuration: str = Field(
sa_column=Column(
String(length=MEDIUMTEXT_MAX_LENGTH).with_variant(
MEDIUMTEXT, "mysql"
),
nullable=True,
)
)
# Foreign keys
original_step_run_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=__tablename__,
source_column="original_step_run_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
deployment_id: UUID = build_foreign_key_field(
source=__tablename__,
target=PipelineDeploymentSchema.__tablename__,
source_column="deployment_id",
target_column="id",
ondelete="CASCADE",
nullable=True,
)
pipeline_run_id: UUID = build_foreign_key_field(
source=__tablename__,
target=PipelineRunSchema.__tablename__,
source_column="pipeline_run_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
user_id: Optional[UUID] = build_foreign_key_field(
source=__tablename__,
target=UserSchema.__tablename__,
source_column="user_id",
target_column="id",
ondelete="SET NULL",
nullable=True,
)
workspace_id: UUID = build_foreign_key_field(
source=__tablename__,
target=WorkspaceSchema.__tablename__,
source_column="workspace_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
)
# Relationships
workspace: "WorkspaceSchema" = Relationship(back_populates="step_runs")
user: Optional["UserSchema"] = Relationship(back_populates="step_runs")
deployment: Optional["PipelineDeploymentSchema"] = Relationship(
back_populates="step_runs"
)
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="step_run", sa_relationship_kwargs={"cascade": "delete"}
)
input_artifacts: List["StepRunInputArtifactSchema"] = Relationship(
sa_relationship_kwargs={"cascade": "delete"}
)
output_artifacts: List["StepRunOutputArtifactSchema"] = Relationship(
sa_relationship_kwargs={"cascade": "delete"}
)
logs: Optional["LogsSchema"] = Relationship(
back_populates="step_run",
sa_relationship_kwargs={"cascade": "delete", "uselist": False},
)
parents: List["StepRunParentsSchema"] = Relationship(
sa_relationship_kwargs={
"cascade": "delete",
"primaryjoin": "StepRunParentsSchema.child_id == StepRunSchema.id",
},
)
@classmethod
def from_request(cls, request: StepRunRequestModel) -> "StepRunSchema":
"""Create a step run schema from a step run request model.
Args:
request: The step run request model.
Returns:
The step run schema.
"""
return cls(
name=request.name,
workspace_id=request.workspace,
user_id=request.user,
start_time=request.start_time,
end_time=request.end_time,
status=request.status,
original_step_run_id=request.original_step_run_id,
pipeline_run_id=request.pipeline_run_id,
deployment_id=request.deployment,
docstring=request.docstring,
cache_key=request.cache_key,
code_hash=request.code_hash,
source_code=request.source_code,
)
def to_model(self) -> StepRunResponseModel:
"""Convert a `StepRunSchema` to a `StepRunModel`.
Returns:
The created StepRunModel.
Raises:
RuntimeError: If the step run schema does not have a deployment_id
or a step_configuration.
"""
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
input_artifacts = {
artifact.name: artifact.artifact.to_model()
for artifact in self.input_artifacts
}
output_artifacts = {
artifact.name: artifact.artifact.to_model()
for artifact in self.output_artifacts
}
if self.deployment is not None:
full_step_config = Step.parse_obj(
json.loads(self.deployment.step_configurations)[self.name]
)
elif self.step_configuration is not None:
full_step_config = Step.parse_raw(self.step_configuration)
else:
raise RuntimeError(
"Step run model creation has failed. Each step run entry "
"should either have a deployment_id or step_configuration."
)
return StepRunResponseModel(
id=self.id,
# Attributes from the StepRunBaseModel
name=self.name,
start_time=self.start_time,
end_time=self.end_time,
status=self.status,
cache_key=self.cache_key,
code_hash=self.code_hash,
docstring=self.docstring,
source_code=self.source_code,
config=full_step_config.config,
spec=full_step_config.spec,
deployment_id=self.deployment_id,
pipeline_run_id=self.pipeline_run_id,
original_step_run_id=self.original_step_run_id,
parent_step_ids=[p.parent_id for p in self.parents],
# Attributes from the WorkspaceScopedResponseModel
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
# Attributes from the StepRunResponseModel
inputs=input_artifacts,
outputs=output_artifacts,
metadata=metadata,
logs=self.logs.to_model() if self.logs else None,
)
def update(self, step_update: StepRunUpdateModel) -> "StepRunSchema":
"""Update a step run schema with a step run update model.
Args:
step_update: The step run update model.
Returns:
The updated step run schema.
"""
for key, value in step_update.dict(
exclude_unset=True, exclude_none=True
).items():
if key == "status":
self.status = value
if key == "end_time":
self.end_time = value
self.updated = datetime.utcnow()
return self
from_request(request)
classmethod
Create a step run schema from a step run request model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
request |
StepRunRequestModel |
The step run request model. |
required |
Returns:
| Type | Description |
|---|---|
StepRunSchema |
The step run schema. |
Source code in zenml/zen_stores/schemas/step_run_schemas.py
@classmethod
def from_request(cls, request: StepRunRequestModel) -> "StepRunSchema":
"""Create a step run schema from a step run request model.
Args:
request: The step run request model.
Returns:
The step run schema.
"""
return cls(
name=request.name,
workspace_id=request.workspace,
user_id=request.user,
start_time=request.start_time,
end_time=request.end_time,
status=request.status,
original_step_run_id=request.original_step_run_id,
pipeline_run_id=request.pipeline_run_id,
deployment_id=request.deployment,
docstring=request.docstring,
cache_key=request.cache_key,
code_hash=request.code_hash,
source_code=request.source_code,
)
to_model(self)
Convert a StepRunSchema to a StepRunModel.
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The created StepRunModel. |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
If the step run schema does not have a deployment_id or a step_configuration. |
Source code in zenml/zen_stores/schemas/step_run_schemas.py
def to_model(self) -> StepRunResponseModel:
"""Convert a `StepRunSchema` to a `StepRunModel`.
Returns:
The created StepRunModel.
Raises:
RuntimeError: If the step run schema does not have a deployment_id
or a step_configuration.
"""
metadata = {
metadata_schema.key: metadata_schema.to_model()
for metadata_schema in self.run_metadata
}
input_artifacts = {
artifact.name: artifact.artifact.to_model()
for artifact in self.input_artifacts
}
output_artifacts = {
artifact.name: artifact.artifact.to_model()
for artifact in self.output_artifacts
}
if self.deployment is not None:
full_step_config = Step.parse_obj(
json.loads(self.deployment.step_configurations)[self.name]
)
elif self.step_configuration is not None:
full_step_config = Step.parse_raw(self.step_configuration)
else:
raise RuntimeError(
"Step run model creation has failed. Each step run entry "
"should either have a deployment_id or step_configuration."
)
return StepRunResponseModel(
id=self.id,
# Attributes from the StepRunBaseModel
name=self.name,
start_time=self.start_time,
end_time=self.end_time,
status=self.status,
cache_key=self.cache_key,
code_hash=self.code_hash,
docstring=self.docstring,
source_code=self.source_code,
config=full_step_config.config,
spec=full_step_config.spec,
deployment_id=self.deployment_id,
pipeline_run_id=self.pipeline_run_id,
original_step_run_id=self.original_step_run_id,
parent_step_ids=[p.parent_id for p in self.parents],
# Attributes from the WorkspaceScopedResponseModel
user=self.user.to_model(_block_recursion=True)
if self.user
else None,
workspace=self.workspace.to_model(),
created=self.created,
updated=self.updated,
# Attributes from the StepRunResponseModel
inputs=input_artifacts,
outputs=output_artifacts,
metadata=metadata,
logs=self.logs.to_model() if self.logs else None,
)
update(self, step_update)
Update a step run schema with a step run update model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_update |
StepRunUpdateModel |
The step run update model. |
required |
Returns:
| Type | Description |
|---|---|
StepRunSchema |
The updated step run schema. |
Source code in zenml/zen_stores/schemas/step_run_schemas.py
def update(self, step_update: StepRunUpdateModel) -> "StepRunSchema":
"""Update a step run schema with a step run update model.
Args:
step_update: The step run update model.
Returns:
The updated step run schema.
"""
for key, value in step_update.dict(
exclude_unset=True, exclude_none=True
).items():
if key == "status":
self.status = value
if key == "end_time":
self.end_time = value
self.updated = datetime.utcnow()
return self
team_schemas
SQLModel implementation of team tables.
TeamAssignmentSchema (SQLModel)
pydantic-model
SQL Model for team assignments.
Source code in zenml/zen_stores/schemas/team_schemas.py
class TeamAssignmentSchema(SQLModel, table=True):
"""SQL Model for team assignments."""
__tablename__ = "team_assignment"
user_id: UUID = build_foreign_key_field(
source=__tablename__,
target="user", # TODO: how to reference `UserSchema.__tablename__`?
source_column="user_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
team_id: UUID = build_foreign_key_field(
source=__tablename__,
target="team", # TODO: how to reference `TeamSchema.__tablename__`?
source_column="team_id",
target_column="id",
ondelete="CASCADE",
nullable=False,
primary_key=True,
)
TeamSchema (NamedSchema)
pydantic-model
SQL Model for teams.
Source code in zenml/zen_stores/schemas/team_schemas.py
class TeamSchema(NamedSchema, table=True):
"""SQL Model for teams."""
__tablename__ = "team"
users: List["UserSchema"] = Relationship(
back_populates="teams", link_model=TeamAssignmentSchema
)
assigned_roles: List["TeamRoleAssignmentSchema"] = Relationship(
back_populates="team", sa_relationship_kwargs={"cascade": "delete"}
)
def update(self, team_update: TeamUpdateModel) -> "TeamSchema":
"""Update a `TeamSchema` with a `TeamUpdateModel`.
Args:
team_update: The `TeamUpdateModel` to update the schema with.
Returns:
The updated `TeamSchema`.
"""
for field, value in team_update.dict(exclude_unset=True).items():
if field == "users":
pass
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(self, _block_recursion: bool = False) -> TeamResponseModel:
"""Convert a `TeamSchema` to a `TeamResponseModel`.
Args:
_block_recursion: Don't recursively fill attributes
Returns:
The converted `TeamResponseModel`.
"""
if _block_recursion:
return TeamResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
users=[],
)
else:
return TeamResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
users=[u.to_model(_block_recursion=False) for u in self.users],
)
to_model(self, _block_recursion=False)
Convert a TeamSchema to a TeamResponseModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
_block_recursion |
bool |
Don't recursively fill attributes |
False |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/team_schemas.py
def to_model(self, _block_recursion: bool = False) -> TeamResponseModel:
"""Convert a `TeamSchema` to a `TeamResponseModel`.
Args:
_block_recursion: Don't recursively fill attributes
Returns:
The converted `TeamResponseModel`.
"""
if _block_recursion:
return TeamResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
users=[],
)
else:
return TeamResponseModel(
id=self.id,
name=self.name,
created=self.created,
updated=self.updated,
users=[u.to_model(_block_recursion=False) for u in self.users],
)
update(self, team_update)
Update a TeamSchema with a TeamUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_update |
TeamUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
TeamSchema |
The updated |
Source code in zenml/zen_stores/schemas/team_schemas.py
def update(self, team_update: TeamUpdateModel) -> "TeamSchema":
"""Update a `TeamSchema` with a `TeamUpdateModel`.
Args:
team_update: The `TeamUpdateModel` to update the schema with.
Returns:
The updated `TeamSchema`.
"""
for field, value in team_update.dict(exclude_unset=True).items():
if field == "users":
pass
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
user_schemas
SQLModel implementation of user tables.
UserSchema (NamedSchema)
pydantic-model
SQL Model for users.
Source code in zenml/zen_stores/schemas/user_schemas.py
class UserSchema(NamedSchema, table=True):
"""SQL Model for users."""
__tablename__ = "user"
full_name: str
email: Optional[str] = Field(nullable=True)
active: bool
password: Optional[str] = Field(nullable=True)
activation_token: Optional[str] = Field(nullable=True)
hub_token: Optional[str] = Field(nullable=True)
email_opted_in: Optional[bool] = Field(nullable=True)
external_user_id: Optional[UUID] = Field(nullable=True)
teams: List["TeamSchema"] = Relationship(
back_populates="users", link_model=TeamAssignmentSchema
)
assigned_roles: List["UserRoleAssignmentSchema"] = Relationship(
back_populates="user", sa_relationship_kwargs={"cascade": "delete"}
)
stacks: List["StackSchema"] = Relationship(back_populates="user")
components: List["StackComponentSchema"] = Relationship(
back_populates="user",
)
flavors: List["FlavorSchema"] = Relationship(back_populates="user")
pipelines: List["PipelineSchema"] = Relationship(back_populates="user")
schedules: List["ScheduleSchema"] = Relationship(
back_populates="user",
)
runs: List["PipelineRunSchema"] = Relationship(back_populates="user")
step_runs: List["StepRunSchema"] = Relationship(back_populates="user")
builds: List["PipelineBuildSchema"] = Relationship(back_populates="user")
artifacts: List["ArtifactSchema"] = Relationship(back_populates="user")
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="user"
)
secrets: List["SecretSchema"] = Relationship(
back_populates="user",
sa_relationship_kwargs={"cascade": "delete"},
)
deployments: List["PipelineDeploymentSchema"] = Relationship(
back_populates="user",
)
code_repositories: List["CodeRepositorySchema"] = Relationship(
back_populates="user",
)
service_connectors: List["ServiceConnectorSchema"] = Relationship(
back_populates="user",
)
models: List["ModelSchema"] = Relationship(
back_populates="user",
)
model_versions: List["ModelVersionSchema"] = Relationship(
back_populates="user",
)
model_versions_artifacts_links: List[
"ModelVersionArtifactSchema"
] = Relationship(back_populates="user")
model_versions_pipeline_runs_links: List[
"ModelVersionPipelineRunSchema"
] = Relationship(back_populates="user")
auth_devices: List["OAuthDeviceSchema"] = Relationship(
back_populates="user",
sa_relationship_kwargs={"cascade": "delete"},
)
@classmethod
def from_request(cls, model: UserRequestModel) -> "UserSchema":
"""Create a `UserSchema` from a `UserModel`.
Args:
model: The `UserModel` from which to create the schema.
Returns:
The created `UserSchema`.
"""
return cls(
name=model.name,
full_name=model.full_name,
active=model.active,
password=model.create_hashed_password(),
activation_token=model.create_hashed_activation_token(),
external_user_id=model.external_user_id,
email_opted_in=model.email_opted_in,
email=model.email,
)
def update(self, user_update: UserUpdateModel) -> "UserSchema":
"""Update a `UserSchema` from a `UserUpdateModel`.
Args:
user_update: The `UserUpdateModel` from which to update the schema.
Returns:
The updated `UserSchema`.
"""
for field, value in user_update.dict(exclude_unset=True).items():
if field == "password":
setattr(self, field, user_update.create_hashed_password())
elif field == "activation_token":
setattr(
self, field, user_update.create_hashed_activation_token()
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(
self, _block_recursion: bool = False, include_private: bool = False
) -> UserResponseModel:
"""Convert a `UserSchema` to a `UserResponseModel`.
Args:
_block_recursion: Don't recursively fill attributes
include_private: Whether to include the user private information
this is to limit the amount of data one can get
about other users
Returns:
The converted `UserResponseModel`.
"""
if _block_recursion:
return UserResponseModel(
id=self.id,
external_user_id=self.external_user_id,
name=self.name,
active=self.active,
email_opted_in=self.email_opted_in,
email=self.email if include_private else None,
hub_token=self.hub_token if include_private else None,
full_name=self.full_name,
created=self.created,
updated=self.updated,
)
else:
return UserResponseModel(
id=self.id,
external_user_id=self.external_user_id,
name=self.name,
active=self.active,
email_opted_in=self.email_opted_in,
email=self.email if include_private else None,
hub_token=self.hub_token if include_private else None,
teams=[t.to_model(_block_recursion=True) for t in self.teams],
full_name=self.full_name,
created=self.created,
updated=self.updated,
roles=[ra.role.to_model() for ra in self.assigned_roles],
)
from_request(model)
classmethod
Create a UserSchema from a UserModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
UserRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
UserSchema |
The created |
Source code in zenml/zen_stores/schemas/user_schemas.py
@classmethod
def from_request(cls, model: UserRequestModel) -> "UserSchema":
"""Create a `UserSchema` from a `UserModel`.
Args:
model: The `UserModel` from which to create the schema.
Returns:
The created `UserSchema`.
"""
return cls(
name=model.name,
full_name=model.full_name,
active=model.active,
password=model.create_hashed_password(),
activation_token=model.create_hashed_activation_token(),
external_user_id=model.external_user_id,
email_opted_in=model.email_opted_in,
email=model.email,
)
to_model(self, _block_recursion=False, include_private=False)
Convert a UserSchema to a UserResponseModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
_block_recursion |
bool |
Don't recursively fill attributes |
False |
include_private |
bool |
Whether to include the user private information this is to limit the amount of data one can get about other users |
False |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/user_schemas.py
def to_model(
self, _block_recursion: bool = False, include_private: bool = False
) -> UserResponseModel:
"""Convert a `UserSchema` to a `UserResponseModel`.
Args:
_block_recursion: Don't recursively fill attributes
include_private: Whether to include the user private information
this is to limit the amount of data one can get
about other users
Returns:
The converted `UserResponseModel`.
"""
if _block_recursion:
return UserResponseModel(
id=self.id,
external_user_id=self.external_user_id,
name=self.name,
active=self.active,
email_opted_in=self.email_opted_in,
email=self.email if include_private else None,
hub_token=self.hub_token if include_private else None,
full_name=self.full_name,
created=self.created,
updated=self.updated,
)
else:
return UserResponseModel(
id=self.id,
external_user_id=self.external_user_id,
name=self.name,
active=self.active,
email_opted_in=self.email_opted_in,
email=self.email if include_private else None,
hub_token=self.hub_token if include_private else None,
teams=[t.to_model(_block_recursion=True) for t in self.teams],
full_name=self.full_name,
created=self.created,
updated=self.updated,
roles=[ra.role.to_model() for ra in self.assigned_roles],
)
update(self, user_update)
Update a UserSchema from a UserUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_update |
UserUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
UserSchema |
The updated |
Source code in zenml/zen_stores/schemas/user_schemas.py
def update(self, user_update: UserUpdateModel) -> "UserSchema":
"""Update a `UserSchema` from a `UserUpdateModel`.
Args:
user_update: The `UserUpdateModel` from which to update the schema.
Returns:
The updated `UserSchema`.
"""
for field, value in user_update.dict(exclude_unset=True).items():
if field == "password":
setattr(self, field, user_update.create_hashed_password())
elif field == "activation_token":
setattr(
self, field, user_update.create_hashed_activation_token()
)
else:
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
workspace_schemas
SQL Model Implementations for Workspaces.
WorkspaceSchema (NamedSchema)
pydantic-model
SQL Model for workspaces.
Source code in zenml/zen_stores/schemas/workspace_schemas.py
class WorkspaceSchema(NamedSchema, table=True):
"""SQL Model for workspaces."""
__tablename__ = "workspace"
description: str
user_role_assignments: List["UserRoleAssignmentSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
team_role_assignments: List["TeamRoleAssignmentSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "all, delete"},
)
stacks: List["StackSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
components: List["StackComponentSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
flavors: List["FlavorSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
pipelines: List["PipelineSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
schedules: List["ScheduleSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
runs: List["PipelineRunSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
step_runs: List["StepRunSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
builds: List["PipelineBuildSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
artifacts: List["ArtifactSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
run_metadata: List["RunMetadataSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
secrets: List["SecretSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
deployments: List["PipelineDeploymentSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
code_repositories: List["CodeRepositorySchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
service_connectors: List["ServiceConnectorSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
models: List["ModelSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
model_versions: List["ModelVersionSchema"] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
model_versions_artifacts_links: List[
"ModelVersionArtifactSchema"
] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
model_versions_pipeline_runs_links: List[
"ModelVersionPipelineRunSchema"
] = Relationship(
back_populates="workspace",
sa_relationship_kwargs={"cascade": "delete"},
)
@classmethod
def from_request(
cls, workspace: WorkspaceRequestModel
) -> "WorkspaceSchema":
"""Create a `WorkspaceSchema` from a `WorkspaceResponseModel`.
Args:
workspace: The `WorkspaceResponseModel` from which to create the schema.
Returns:
The created `WorkspaceSchema`.
"""
return cls(name=workspace.name, description=workspace.description)
def update(
self, workspace_update: WorkspaceUpdateModel
) -> "WorkspaceSchema":
"""Update a `WorkspaceSchema` from a `WorkspaceUpdateModel`.
Args:
workspace_update: The `WorkspaceUpdateModel` from which to update the
schema.
Returns:
The updated `WorkspaceSchema`.
"""
for field, value in workspace_update.dict(exclude_unset=True).items():
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
def to_model(self) -> WorkspaceResponseModel:
"""Convert a `WorkspaceSchema` to a `WorkspaceResponseModel`.
Returns:
The converted `WorkspaceResponseModel`.
"""
return WorkspaceResponseModel(
id=self.id,
name=self.name,
description=self.description,
created=self.created,
updated=self.updated,
)
from_request(workspace)
classmethod
Create a WorkspaceSchema from a WorkspaceResponseModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace |
WorkspaceRequestModel |
The |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceSchema |
The created |
Source code in zenml/zen_stores/schemas/workspace_schemas.py
@classmethod
def from_request(
cls, workspace: WorkspaceRequestModel
) -> "WorkspaceSchema":
"""Create a `WorkspaceSchema` from a `WorkspaceResponseModel`.
Args:
workspace: The `WorkspaceResponseModel` from which to create the schema.
Returns:
The created `WorkspaceSchema`.
"""
return cls(name=workspace.name, description=workspace.description)
to_model(self)
Convert a WorkspaceSchema to a WorkspaceResponseModel.
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The converted |
Source code in zenml/zen_stores/schemas/workspace_schemas.py
def to_model(self) -> WorkspaceResponseModel:
"""Convert a `WorkspaceSchema` to a `WorkspaceResponseModel`.
Returns:
The converted `WorkspaceResponseModel`.
"""
return WorkspaceResponseModel(
id=self.id,
name=self.name,
description=self.description,
created=self.created,
updated=self.updated,
)
update(self, workspace_update)
Update a WorkspaceSchema from a WorkspaceUpdateModel.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_update |
WorkspaceUpdateModel |
The |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceSchema |
The updated |
Source code in zenml/zen_stores/schemas/workspace_schemas.py
def update(
self, workspace_update: WorkspaceUpdateModel
) -> "WorkspaceSchema":
"""Update a `WorkspaceSchema` from a `WorkspaceUpdateModel`.
Args:
workspace_update: The `WorkspaceUpdateModel` from which to update the
schema.
Returns:
The updated `WorkspaceSchema`.
"""
for field, value in workspace_update.dict(exclude_unset=True).items():
setattr(self, field, value)
self.updated = datetime.utcnow()
return self
secrets_stores
special
Centralized secrets management.
aws_secrets_store
AWS Secrets Store implementation.
AWSSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the AWS Secrets Manager API.
This secrets store implementation uses the AWS Secrets Manager API to store secrets. It allows a single AWS Secrets Manager region "instance" to be shared with other ZenML deployments as well as other third party users and applications.
Here are some implementation highlights:
-
the name/ID of an AWS secret is derived from the ZenML secret UUID and a
zenmlprefix in the formzenml/{zenml_secret_uuid}. This clearly identifies a secret as being managed by ZenML in the AWS console. -
the Secrets Store also makes heavy use of AWS secret tags to store all the metadata associated with a ZenML secret (e.g. the secret name, scope, user and workspace) and to filter secrets by these metadata. The
zenmltag in particular is used to identify and group all secrets that belong to the same ZenML deployment. -
all secret key-values configured in a ZenML secret are stored as a single JSON string value in the AWS secret value.
-
when a user or workspace is deleted, the secrets associated with it are deleted automatically via registered event handlers.
Known challenges and limitations:
-
there is a known problem with the AWS Secrets Manager API that can cause the
list_secretsmethod to return stale data for a long time (seconds) after a secret is created or updated. The AWS secrets store tries to mitigate this problem by waiting for a maximum configurable number of seconds after creating or updating a secret until the changes are reflected in thelist_secretsAWS content. However, this is not a perfect solution, because it blocks ZenML server API threads while waiting. This can be disabled by setting thesecret_list_refresh_timeoutconfiguration parameter to zero. -
only updating the secret values is reflected in the secret's
updatedtimestamp. Updating the secret metadata (e.g. name, scope, user or workspace) does not update the secret'supdatedtimestamp. This is a limitation of the AWS Secrets Manager API (updating AWS tags does not update the secret'supdatedtimestamp).
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the AWS secrets store. |
|
TYPE |
The type of the store. |
|
CONFIG_TYPE |
The type of the store configuration. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
class AWSSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the AWS Secrets Manager API.
This secrets store implementation uses the AWS Secrets Manager API to
store secrets. It allows a single AWS Secrets Manager region "instance" to
be shared with other ZenML deployments as well as other third party users
and applications.
Here are some implementation highlights:
* the name/ID of an AWS secret is derived from the ZenML secret UUID and a
`zenml` prefix in the form `zenml/{zenml_secret_uuid}`. This clearly
identifies a secret as being managed by ZenML in the AWS console.
* the Secrets Store also makes heavy use of AWS secret tags to store all the
metadata associated with a ZenML secret (e.g. the secret name, scope, user
and workspace) and to filter secrets by these metadata. The `zenml` tag in
particular is used to identify and group all secrets that belong to the same
ZenML deployment.
* all secret key-values configured in a ZenML secret are stored as a single
JSON string value in the AWS secret value.
* when a user or workspace is deleted, the secrets associated with it are
deleted automatically via registered event handlers.
Known challenges and limitations:
* there is a known problem with the AWS Secrets Manager API that can cause
the `list_secrets` method to return stale data for a long time (seconds)
after a secret is created or updated. The AWS secrets store tries to
mitigate this problem by waiting for a maximum configurable number of
seconds after creating or updating a secret until the changes are reflected
in the `list_secrets` AWS content. However, this is not a perfect solution,
because it blocks ZenML server API threads while waiting. This can be
disabled by setting the `secret_list_refresh_timeout` configuration
parameter to zero.
* only updating the secret values is reflected in the secret's `updated`
timestamp. Updating the secret metadata (e.g. name, scope, user or
workspace) does not update the secret's `updated` timestamp. This is a
limitation of the AWS Secrets Manager API (updating AWS tags does not update
the secret's `updated` timestamp).
Attributes:
config: The configuration of the AWS secrets store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
"""
config: AWSSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.AWS
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = AWSSecretsStoreConfiguration
_client: Optional[Any] = None
@property
def client(self) -> Any:
"""Initialize and return the AWS Secrets Manager client.
Returns:
The AWS Secrets Manager client.
"""
if self._client is None:
# Initialize the AWS Secrets Manager client with the
# credentials from the configuration, if provided.
self._client = boto3.client(
"secretsmanager",
region_name=self.config.region_name,
aws_access_key_id=self.config.aws_access_key_id.get_secret_value()
if self.config.aws_access_key_id
else None,
aws_secret_access_key=self.config.aws_secret_access_key.get_secret_value()
if self.config.aws_secret_access_key
else None,
aws_session_token=self.config.aws_session_token.get_secret_value()
if self.config.aws_session_token
else None,
)
return self._client
# ====================================
# Secrets Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the AWS secrets store."""
logger.debug("Initializing AWSSecretsStore")
# Initialize the AWS client early, just to catch any configuration or
# authentication errors early, before the Secrets Store is used.
_ = self.client
# ------
# Secrets
# ------
@staticmethod
def _validate_aws_secret_name(name: str) -> None:
"""Validate a secret name.
AWS secret names must contain only alphanumeric characters and the
characters /_+=.@-. The `/` character is only used internally to
implement the global namespace sharing scheme.
Given that the ZenML secret name is stored as an AWS secret tag, the
maximum value length is also restricted to 255 characters.
Args:
name: the secret name
Raises:
ValueError: if the secret name is invalid
"""
if not re.fullmatch(r"[a-zA-Z0-9_+=\.@\-]*", name):
raise ValueError(
f"Invalid secret name '{name}'. Must contain only alphanumeric "
f"characters and the characters _+=.@-."
)
if len(name) > 255:
raise ValueError(
f"Invalid secret name '{name}'. The maximum length is 255 "
f"characters."
)
@staticmethod
def _get_aws_secret_id(
secret_id: UUID,
) -> str:
"""Get the AWS secret ID corresponding to a ZenML secret ID.
The convention used for AWS secret names is to use the ZenML
secret UUID prefixed with `zenml` as the AWS secret name,
i.e. `zenml/<secret_uuid>`.
Args:
secret_id: The ZenML secret ID.
Returns:
The AWS secret name.
"""
return f"{AWS_ZENML_SECRET_NAME_PREFIX}/{str(secret_id)}"
def _convert_aws_secret(
self,
tags: List[Dict[str, str]],
created: datetime,
updated: datetime,
values: Optional[str] = None,
) -> SecretResponseModel:
"""Create a ZenML secret model from data stored in an AWS secret.
If the AWS secret cannot be converted, the method acts as if the
secret does not exist and raises a KeyError.
Args:
tags: The AWS secret tags.
created: The AWS secret creation time.
updated: The AWS secret last updated time.
values: The AWS secret values encoded as a JSON string (optional).
Returns:
The ZenML secret.
"""
# Convert the AWS secret tags to a metadata dictionary.
metadata: Dict[str, str] = {tag["Key"]: tag["Value"] for tag in tags}
return self._create_secret_from_metadata(
metadata=metadata,
created=created,
updated=updated,
values=json.loads(values) if values else None,
)
@staticmethod
def _get_aws_secret_tags(
metadata: Dict[str, str],
) -> List[Dict[str, str]]:
"""Convert ZenML secret metadata to AWS secret tags.
Args:
metadata: The ZenML secret metadata.
Returns:
The AWS secret tags.
"""
aws_tags: List[Dict[str, str]] = []
for k, v in metadata.items():
aws_tags.append(
{
"Key": k,
"Value": str(v),
}
)
return aws_tags
@staticmethod
def _get_aws_secret_filters(
metadata: Dict[str, str],
) -> List[Dict[str, str]]:
"""Convert ZenML secret metadata to AWS secret filters.
Args:
metadata: The ZenML secret metadata.
Returns:
The AWS secret filters.
"""
aws_filters: List[Dict[str, Any]] = []
for k, v in metadata.items():
aws_filters.append(
{
"Key": "tag-key",
"Values": [
k,
],
}
)
aws_filters.append(
{
"Key": "tag-value",
"Values": [
str(v),
],
}
)
return aws_filters
def _wait_for_secret_to_propagate(
self, aws_secret_id: str, tags: List[Dict[str, str]]
) -> None:
"""Wait for an AWS secret to be refreshed in the list of secrets.
The AWS Secrets Manager does not immediately reflect newly created
and updated secrets in the `list_secrets` API. It is important that we
wait for the secret to be refreshed in the `list_secrets` API
before returning from create_secret/update_secret, otherwise the secret
will not be available to the user. We also rely on `list_secrets`
to enforce the scope rules, but given that the ZenML server runs
requests in separate threads, it is not entirely possible to
guarantee them.
Args:
aws_secret_id: The AWS secret ID.
tags: The AWS secret tags that are expected to be present in the
`list_secrets` response.
"""
if self.config.secret_list_refresh_timeout <= 0:
return
# We wait for the secret to be available in the `list_secrets` API.
for _ in range(self.config.secret_list_refresh_timeout):
logger.debug(f"Waiting for secret {aws_secret_id} to be listed...")
secret_exists = False
try:
secrets = self.client.list_secrets(
Filters=[{"Key": "name", "Values": [aws_secret_id]}]
)
if len(secrets["SecretList"]) > 0:
listed_secret = secrets["SecretList"][0]
# The supplied tags must exactly match those reported in the
# `list_secrets` response.
secret_exists = all(
tag in listed_secret["Tags"] for tag in tags
)
except ClientError as e:
logger.warning(
f"Error checking if secret {aws_secret_id} is listed: "
f"{e}. Retrying..."
)
if not secret_exists:
logger.debug(
f"Secret {aws_secret_id} not yet listed. Retrying..."
)
time.sleep(1)
else:
logger.debug(f"Secret {aws_secret_id} listed.")
break
else:
logger.warning(
f"Secret {aws_secret_id} not updated in `list_secrets` "
f"after {self.config.secret_list_refresh_timeout} seconds. "
)
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
self._validate_aws_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
aws_secret_id = self._get_aws_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to AWS tags
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
tags = self._get_aws_secret_tags(metadata)
try:
self.client.create_secret(
Name=aws_secret_id,
SecretString=secret_value,
Tags=tags,
)
# We need a separate AWS API call to get the secret creation
# date, since the create_secret API does not return it.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created AWS secret: %s", aws_secret_id)
self._wait_for_secret_to_propagate(aws_secret_id, tags=tags)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
)
return secret_model
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
aws_secret_id = self._get_aws_secret_id(secret_id)
try:
get_secret_value_response = self.client.get_secret_value(
SecretId=aws_secret_id
)
# We need a separate AWS API call to get the AWS secret tags which
# contain the ZenML secret metadata, since the get_secret_ value API
# does not return them.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
if e.response["Error"]["Code"] == "ResourceNotFoundException":
raise KeyError(f"Secret with ID {secret_id} not found")
if (
e.response["Error"]["Code"] == "InvalidRequestException"
and "marked for deletion" in e.response["Error"]["Message"]
):
raise KeyError(f"Secret with ID {secret_id} not found")
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_aws_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
return self._convert_aws_secret(
tags=describe_secret_response["Tags"],
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
values=get_secret_value_response["SecretString"],
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
# The AWS Secrets Manager API does not natively support the entire
# range of filtering, sorting and pagination options that ZenML
# supports. The implementation of this method is therefore a bit
# involved. We try to make use of the AWS filtering API as much as
# possible to reduce the number of secrets that we need to fetch, then
# we apply the rest of filtering, sorting and pagination on
# the client side.
metadata_args: Dict[str, Any] = {}
if secret_filter_model.logical_operator == LogicalOperators.AND:
# We can only filter on the AWS server side if we have an AND
# logical operator. Otherwise, we need to filter on the client
# side.
for filter in secret_filter_model.list_of_filters:
# The AWS Secrets Manager API only supports prefix matching. We
# take advantage of this to filter as much as possible on the
# AWS server side and we leave the rest to the client.
if filter.operation not in [
GenericFilterOps.EQUALS,
GenericFilterOps.STARTSWITH,
]:
continue
if filter.column == "id":
metadata_args["secret_id"] = UUID(filter.value)
elif filter.column == "name":
metadata_args["secret_name"] = filter.value
elif filter.column == "scope":
metadata_args["scope"] = SecretScope(filter.value)
elif filter.column == "workspace_id":
metadata_args["workspace"] = UUID(filter.value)
elif filter.column == "user_id":
metadata_args["user"] = UUID(filter.value)
else:
# AWS doesn't support filtering on the created/updated
# timestamps, so we'll have to do that on the client side.
continue
# The metadata will always contain at least the filter criteria
# required to exclude everything but AWS secrets that belong to the
# current ZenML deployment.
metadata = self._get_secret_metadata(**metadata_args)
aws_filters = self._get_aws_secret_filters(metadata)
results: List[SecretResponseModel] = []
try:
# AWS Secrets Manager API pagination is wrapped around the
# `list_secrets` method call. We use it because we need to fetch all
# secrets matching the (partial) filter that we set up. Note that
# the pagination used here has nothing to do with the pagination
# that we do for the method caller.
paginator = self.client.get_paginator("list_secrets")
pages = paginator.paginate(
Filters=aws_filters,
PaginationConfig={
"PageSize": self.config.list_page_size,
},
)
for page in pages:
for secret in page["SecretList"]:
try:
# NOTE: we do not include the secret values in the
# response. We would need a separate API call to fetch
# them for each secret, which would be very inefficient
# anyway.
secret_model = self._convert_aws_secret(
tags=secret["Tags"],
created=secret["CreatedDate"],
updated=secret["LastChangedDate"],
)
except KeyError:
# The _convert_aws_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists. Here we pretend that the secret does
# not exist.
continue
# Filter again on the client side to cover all filter
# operations.
if not secret_filter_model.secret_matches(secret_model):
continue
results.append(secret_model)
except ClientError as e:
raise RuntimeError(f"Error listing AWS secrets: {e}")
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_aws_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
aws_secret_id = self._get_aws_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to AWS tags
metadata = self._get_secret_metadata_for_secret(secret)
tags = self._get_aws_secret_tags(metadata)
try:
# One call to update the secret values
self.client.put_secret_value(
SecretId=aws_secret_id,
SecretString=secret_value,
)
# Another call to update the tags
self.client.tag_resource(
SecretId=aws_secret_id,
Tags=tags,
)
# And another call to get the updated secret metadata which
# includes the created and updated timestamps.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
raise RuntimeError(f"Error updating secret: {e}")
logger.debug("Updated AWS secret: %s", aws_secret_id)
self._wait_for_secret_to_propagate(aws_secret_id, tags=tags)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
)
return secret_model
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
try:
self.client.delete_secret(
SecretId=self._get_aws_secret_id(secret_id),
# We set this to force immediate deletion of the AWS secret
# instead of waiting for the recovery window to expire.
ForceDeleteWithoutRecovery=True,
)
except ClientError as e:
if e.response["Error"]["Code"] == "ResourceNotFoundException":
raise KeyError(f"Secret with ID {secret_id} not found")
if (
e.response["Error"]["Code"] == "InvalidRequestException"
and "marked for deletion" in e.response["Error"]["Message"]
):
raise KeyError(f"Secret with ID {secret_id} not found")
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
client: Any
property
readonly
Initialize and return the AWS Secrets Manager client.
Returns:
| Type | Description |
|---|---|
Any |
The AWS Secrets Manager client. |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
AWS secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
region_name |
str |
The AWS region name to use. |
aws_access_key_id |
Optional[pydantic.types.SecretStr] |
The AWS access key ID to use to authenticate. |
aws_secret_access_key |
Optional[pydantic.types.SecretStr] |
The AWS secret access key to use to authenticate. |
aws_session_token |
Optional[pydantic.types.SecretStr] |
The AWS session token to use to authenticate. |
list_page_size |
int |
The number of secrets to fetch per page when listing secrets. |
secret_list_refresh_timeout |
int |
The number of seconds to wait after
creating or updating an AWS secret until the changes are reflected
in the secrets returned by |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
class AWSSecretsStoreConfiguration(SecretsStoreConfiguration):
"""AWS secrets store configuration.
Attributes:
type: The type of the store.
region_name: The AWS region name to use.
aws_access_key_id: The AWS access key ID to use to authenticate.
aws_secret_access_key: The AWS secret access key to use to
authenticate.
aws_session_token: The AWS session token to use to authenticate.
list_page_size: The number of secrets to fetch per page when
listing secrets.
secret_list_refresh_timeout: The number of seconds to wait after
creating or updating an AWS secret until the changes are reflected
in the secrets returned by `list_secrets`. Set this to zero to
disable the wait. This may be necessary because it can take some
time for new secrets and updated secrets to be reflected in the
result returned by `list_secrets` on the client side. This value
should not be set to a large value, because it blocks ZenML server
threads while waiting and can cause performance issues.
Disable this if you don't need changes to be reflected immediately
on the client side.
"""
type: SecretsStoreType = SecretsStoreType.AWS
region_name: str
aws_access_key_id: Optional[SecretStr] = None
aws_secret_access_key: Optional[SecretStr] = None
aws_session_token: Optional[SecretStr] = None
list_page_size: int = 100
secret_list_refresh_timeout: int = 0
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a secret with the same name already exists in the same scope. |
RuntimeError |
If the AWS Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
self._validate_aws_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
aws_secret_id = self._get_aws_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to AWS tags
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
tags = self._get_aws_secret_tags(metadata)
try:
self.client.create_secret(
Name=aws_secret_id,
SecretString=secret_value,
Tags=tags,
)
# We need a separate AWS API call to get the secret creation
# date, since the create_secret API does not return it.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created AWS secret: %s", aws_secret_id)
self._wait_for_secret_to_propagate(aws_secret_id, tags=tags)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
)
return secret_model
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The id of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the AWS Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
try:
self.client.delete_secret(
SecretId=self._get_aws_secret_id(secret_id),
# We set this to force immediate deletion of the AWS secret
# instead of waiting for the recovery window to expire.
ForceDeleteWithoutRecovery=True,
)
except ClientError as e:
if e.response["Error"]["Code"] == "ResourceNotFoundException":
raise KeyError(f"Secret with ID {secret_id} not found")
if (
e.response["Error"]["Code"] == "InvalidRequestException"
and "marked for deletion" in e.response["Error"]["Message"]
):
raise KeyError(f"Secret with ID {secret_id} not found")
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the AWS Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
aws_secret_id = self._get_aws_secret_id(secret_id)
try:
get_secret_value_response = self.client.get_secret_value(
SecretId=aws_secret_id
)
# We need a separate AWS API call to get the AWS secret tags which
# contain the ZenML secret metadata, since the get_secret_ value API
# does not return them.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
if e.response["Error"]["Code"] == "ResourceNotFoundException":
raise KeyError(f"Secret with ID {secret_id} not found")
if (
e.response["Error"]["Code"] == "InvalidRequestException"
and "marked for deletion" in e.response["Error"]["Message"]
):
raise KeyError(f"Secret with ID {secret_id} not found")
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_aws_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
return self._convert_aws_secret(
tags=describe_secret_response["Tags"],
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
values=get_secret_value_response["SecretString"],
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the filter contains an out-of-bounds page number. |
RuntimeError |
If the AWS Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
# The AWS Secrets Manager API does not natively support the entire
# range of filtering, sorting and pagination options that ZenML
# supports. The implementation of this method is therefore a bit
# involved. We try to make use of the AWS filtering API as much as
# possible to reduce the number of secrets that we need to fetch, then
# we apply the rest of filtering, sorting and pagination on
# the client side.
metadata_args: Dict[str, Any] = {}
if secret_filter_model.logical_operator == LogicalOperators.AND:
# We can only filter on the AWS server side if we have an AND
# logical operator. Otherwise, we need to filter on the client
# side.
for filter in secret_filter_model.list_of_filters:
# The AWS Secrets Manager API only supports prefix matching. We
# take advantage of this to filter as much as possible on the
# AWS server side and we leave the rest to the client.
if filter.operation not in [
GenericFilterOps.EQUALS,
GenericFilterOps.STARTSWITH,
]:
continue
if filter.column == "id":
metadata_args["secret_id"] = UUID(filter.value)
elif filter.column == "name":
metadata_args["secret_name"] = filter.value
elif filter.column == "scope":
metadata_args["scope"] = SecretScope(filter.value)
elif filter.column == "workspace_id":
metadata_args["workspace"] = UUID(filter.value)
elif filter.column == "user_id":
metadata_args["user"] = UUID(filter.value)
else:
# AWS doesn't support filtering on the created/updated
# timestamps, so we'll have to do that on the client side.
continue
# The metadata will always contain at least the filter criteria
# required to exclude everything but AWS secrets that belong to the
# current ZenML deployment.
metadata = self._get_secret_metadata(**metadata_args)
aws_filters = self._get_aws_secret_filters(metadata)
results: List[SecretResponseModel] = []
try:
# AWS Secrets Manager API pagination is wrapped around the
# `list_secrets` method call. We use it because we need to fetch all
# secrets matching the (partial) filter that we set up. Note that
# the pagination used here has nothing to do with the pagination
# that we do for the method caller.
paginator = self.client.get_paginator("list_secrets")
pages = paginator.paginate(
Filters=aws_filters,
PaginationConfig={
"PageSize": self.config.list_page_size,
},
)
for page in pages:
for secret in page["SecretList"]:
try:
# NOTE: we do not include the secret values in the
# response. We would need a separate API call to fetch
# them for each secret, which would be very inefficient
# anyway.
secret_model = self._convert_aws_secret(
tags=secret["Tags"],
created=secret["CreatedDate"],
updated=secret["LastChangedDate"],
)
except KeyError:
# The _convert_aws_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists. Here we pretend that the secret does
# not exist.
continue
# Filter again on the client side to cover all filter
# operations.
if not secret_filter_model.secret_matches(secret_model):
continue
results.append(secret_model)
except ClientError as e:
raise RuntimeError(f"Error listing AWS secrets: {e}")
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If the update includes a change of name or scope and a secret with the same name already exists in the same scope. |
RuntimeError |
If the AWS Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the AWS Secrets Manager API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_aws_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
aws_secret_id = self._get_aws_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to AWS tags
metadata = self._get_secret_metadata_for_secret(secret)
tags = self._get_aws_secret_tags(metadata)
try:
# One call to update the secret values
self.client.put_secret_value(
SecretId=aws_secret_id,
SecretString=secret_value,
)
# Another call to update the tags
self.client.tag_resource(
SecretId=aws_secret_id,
Tags=tags,
)
# And another call to get the updated secret metadata which
# includes the created and updated timestamps.
describe_secret_response = self.client.describe_secret(
SecretId=aws_secret_id
)
except ClientError as e:
raise RuntimeError(f"Error updating secret: {e}")
logger.debug("Updated AWS secret: %s", aws_secret_id)
self._wait_for_secret_to_propagate(aws_secret_id, tags=tags)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=describe_secret_response["CreatedDate"],
updated=describe_secret_response["LastChangedDate"],
)
return secret_model
AWSSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
AWS secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
region_name |
str |
The AWS region name to use. |
aws_access_key_id |
Optional[pydantic.types.SecretStr] |
The AWS access key ID to use to authenticate. |
aws_secret_access_key |
Optional[pydantic.types.SecretStr] |
The AWS secret access key to use to authenticate. |
aws_session_token |
Optional[pydantic.types.SecretStr] |
The AWS session token to use to authenticate. |
list_page_size |
int |
The number of secrets to fetch per page when listing secrets. |
secret_list_refresh_timeout |
int |
The number of seconds to wait after
creating or updating an AWS secret until the changes are reflected
in the secrets returned by |
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
class AWSSecretsStoreConfiguration(SecretsStoreConfiguration):
"""AWS secrets store configuration.
Attributes:
type: The type of the store.
region_name: The AWS region name to use.
aws_access_key_id: The AWS access key ID to use to authenticate.
aws_secret_access_key: The AWS secret access key to use to
authenticate.
aws_session_token: The AWS session token to use to authenticate.
list_page_size: The number of secrets to fetch per page when
listing secrets.
secret_list_refresh_timeout: The number of seconds to wait after
creating or updating an AWS secret until the changes are reflected
in the secrets returned by `list_secrets`. Set this to zero to
disable the wait. This may be necessary because it can take some
time for new secrets and updated secrets to be reflected in the
result returned by `list_secrets` on the client side. This value
should not be set to a large value, because it blocks ZenML server
threads while waiting and can cause performance issues.
Disable this if you don't need changes to be reflected immediately
on the client side.
"""
type: SecretsStoreType = SecretsStoreType.AWS
region_name: str
aws_access_key_id: Optional[SecretStr] = None
aws_secret_access_key: Optional[SecretStr] = None
aws_session_token: Optional[SecretStr] = None
list_page_size: int = 100
secret_list_refresh_timeout: int = 0
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/aws_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
azure_secrets_store
Azure Secrets Store implementation.
AzureSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the Azure Key Vault API.
This secrets store implementation uses the Azure Key Vault API to store secrets. It allows a single Azure Key Vault to be shared with other ZenML deployments as well as other third party users and applications.
Here are some implementation highlights:
-
the name/ID of an Azure secret is derived from the ZenML secret UUID and a
zenmlprefix in the formzenml-{zenml_secret_uuid}. This clearly identifies a secret as being managed by ZenML in the Azure console. -
the Secrets Store also makes heavy use of Azure Key Vault secret tags to store all the metadata associated with a ZenML secret (e.g. the secret name, scope, user and workspace) and to filter secrets by these metadata. The
zenmltag in particular is used to identify and group all secrets that belong to the same ZenML deployment. -
all secret key-values configured in a ZenML secret are stored as a single JSON string value in the Azure Key Vault secret value.
-
when a user or workspace is deleted, the secrets associated with it are deleted automatically via registered event handlers.
Known challenges and limitations:
- every Azure Key Vault secret has one or more versions. Every update to a
secret creates a new version. The created_on and updated_on timestamps
returned by the Secrets Store API are the timestamps of the latest version
of the secret. This means that we need to fetch the first version of the
secret to get the created_on timestamp. This is not ideal, as we'd need to
fetch all versions for every secret to get the created_on timestamp during
a list operation. So instead we manage the
createdandupdatedtimestamps ourselves and save them as tags in the Azure Key Vault secret.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the Azure secrets store. |
|
TYPE |
The type of the store. |
|
CONFIG_TYPE |
The type of the store configuration. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
class AzureSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the Azure Key Vault API.
This secrets store implementation uses the Azure Key Vault API to
store secrets. It allows a single Azure Key Vault to be shared with other
ZenML deployments as well as other third party users and applications.
Here are some implementation highlights:
* the name/ID of an Azure secret is derived from the ZenML secret UUID and a
`zenml` prefix in the form `zenml-{zenml_secret_uuid}`. This clearly
identifies a secret as being managed by ZenML in the Azure console.
* the Secrets Store also makes heavy use of Azure Key Vault secret tags to
store all the metadata associated with a ZenML secret (e.g. the secret name,
scope, user and workspace) and to filter secrets by these metadata. The
`zenml` tag in particular is used to identify and group all secrets that
belong to the same ZenML deployment.
* all secret key-values configured in a ZenML secret are stored as a single
JSON string value in the Azure Key Vault secret value.
* when a user or workspace is deleted, the secrets associated with it are
deleted automatically via registered event handlers.
Known challenges and limitations:
* every Azure Key Vault secret has one or more versions. Every update to a
secret creates a new version. The created_on and updated_on timestamps
returned by the Secrets Store API are the timestamps of the latest version
of the secret. This means that we need to fetch the first version of the
secret to get the created_on timestamp. This is not ideal, as we'd need to
fetch all versions for every secret to get the created_on timestamp during
a list operation. So instead we manage the `created` and `updated`
timestamps ourselves and save them as tags in the Azure Key Vault secret.
Attributes:
config: The configuration of the Azure secrets store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
"""
config: AzureSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.AZURE
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = AzureSecretsStoreConfiguration
_client: Optional[SecretClient] = None
@property
def client(self) -> SecretClient:
"""Initialize and return the Azure Key Vault client.
Returns:
The Azure Key Vault client.
"""
if self._client is None:
azure_logger = logging.getLogger("azure")
# Suppress the INFO logging level of the Azure SDK if the
# ZenML logging level is WARNING or lower.
if logger.level <= logging.WARNING:
azure_logger.setLevel(logging.WARNING)
else:
azure_logger.setLevel(logging.INFO)
# Initialize the Azure Key Vault client with the
# credentials from the configuration, if provided.
vault_url = f"https://{self.config.key_vault_name}.vault.azure.net"
credential: Union[
ClientSecretCredential,
DefaultAzureCredential,
]
if (
self.config.azure_client_id
and self.config.azure_tenant_id
and self.config.azure_client_secret
):
credential = ClientSecretCredential(
tenant_id=self.config.azure_tenant_id.get_secret_value(),
client_id=self.config.azure_client_id.get_secret_value(),
client_secret=self.config.azure_client_secret.get_secret_value(),
)
else:
credential = DefaultAzureCredential()
self._client = SecretClient(
vault_url=vault_url, credential=credential
)
return self._client
# ====================================
# Secrets Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the Azure secrets store."""
logger.debug("Initializing AzureSecretsStore")
# Initialize the Azure client early, just to catch any configuration or
# authentication errors early, before the Secrets Store is used.
_ = self.client
# ------
# Secrets
# ------
@staticmethod
def _validate_azure_secret_name(name: str) -> None:
"""Validate a secret name.
Azure secret names must contain only alphanumeric characters and the
character `-`.
Given that the ZenML secret name is stored as an Azure Key Vault secret
label, we are also limited by the 256 maximum size limitation that Azure
imposes on label values.
Args:
name: the secret name
Raises:
ValueError: if the secret name is invalid
"""
if not re.fullmatch(r"[0-9a-zA-Z-]+", name):
raise ValueError(
f"Invalid secret name or namespace '{name}'. Must contain "
f"only alphanumeric characters and the character -."
)
if len(name) > 256:
raise ValueError(
f"Invalid secret name or namespace '{name}'. The length is "
f"limited to maximum 256 characters."
)
@staticmethod
def _get_azure_secret_id(
secret_id: UUID,
) -> str:
"""Get the Azure secret ID corresponding to a ZenML secret ID.
The convention used for Azure secret names is to use the ZenML
secret UUID prefixed with `zenml` as the Azure secret name,
i.e. `zenml-<secret_uuid>`.
Args:
secret_id: The ZenML secret ID.
Returns:
The Azure secret name.
"""
return f"{AZURE_ZENML_SECRET_NAME_PREFIX}-{str(secret_id)}"
def _convert_azure_secret(
self,
tags: Dict[str, str],
values: Optional[str] = None,
) -> SecretResponseModel:
"""Create a ZenML secret model from data stored in an Azure secret.
If the Azure secret cannot be converted, the method acts as if the
secret does not exist and raises a KeyError.
Args:
tags: The Azure secret tags.
values: The Azure secret values encoded as a JSON string
(optional).
Returns:
The ZenML secret.
Raises:
KeyError: if the Azure secret cannot be converted.
"""
try:
created = datetime.fromisoformat(
tags[ZENML_AZURE_SECRET_CREATED_KEY],
)
updated = datetime.fromisoformat(
tags[ZENML_AZURE_SECRET_UPDATED_KEY],
)
except KeyError as e:
raise KeyError(
f"Secret could not be retrieved: missing required metadata: {e}"
)
return self._create_secret_from_metadata(
metadata=tags,
created=created,
updated=updated,
values=json.loads(values) if values else None,
)
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
self._validate_azure_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
azure_secret_id = self._get_azure_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Use the ZenML secret metadata as Azure tags
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
# We manage the created and updated times ourselves, so we don't need to
# rely on the Azure Key Vault API to set them.
created = datetime.utcnow()
metadata[ZENML_AZURE_SECRET_CREATED_KEY] = created.isoformat()
metadata[ZENML_AZURE_SECRET_UPDATED_KEY] = created.isoformat()
try:
self.client.set_secret(
azure_secret_id,
secret_value,
tags=metadata,
content_type="application/json",
)
except HttpResponseError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created Azure secret: %s", azure_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
return secret_model
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
azure_secret_id = self._get_azure_secret_id(secret_id)
try:
azure_secret = self.client.get_secret(
azure_secret_id,
)
except ResourceNotFoundError:
raise KeyError(f"Secret with ID {secret_id} not found")
except HttpResponseError as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_azure_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
assert azure_secret.properties.tags is not None
return self._convert_azure_secret(
tags=azure_secret.properties.tags,
values=azure_secret.value,
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
# The Azure Key Vault API does not natively support any of the
# filtering, sorting or pagination options that ZenML supports. The
# implementation of this method therefore has to fetch all secrets from
# the Key Vault, then apply the filtering, sorting and pagination on
# the client side.
# The metadata will always contain at least the filter criteria
# required to exclude everything but Azure secrets that belong to the
# current ZenML deployment.
results: List[SecretResponseModel] = []
try:
all_secrets = self.client.list_properties_of_secrets()
for secret_property in all_secrets:
try:
# NOTE: we do not include the secret values in the
# response. We would need a separate API call to fetch
# them for each secret, which would be very inefficient
# anyway.
assert secret_property.tags is not None
secret_model = self._convert_azure_secret(
tags=secret_property.tags,
)
except KeyError:
# The _convert_azure_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists or if it is otherwise not valid. Here we
# pretend that the secret does not exist.
continue
# Filter the secret on the client side.
if not secret_filter_model.secret_matches(secret_model):
continue
results.append(secret_model)
except HttpResponseError as e:
raise RuntimeError(f"Error listing Azure Key Vault secrets: {e}")
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_azure_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
azure_secret_id = self._get_azure_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to Azure tags
metadata = self._get_secret_metadata_for_secret(secret)
# We manage the created and updated times ourselves, so we don't need to
# rely on the Azure Key Vault API to set them.
updated = datetime.utcnow()
metadata[ZENML_AZURE_SECRET_CREATED_KEY] = secret.created.isoformat()
metadata[ZENML_AZURE_SECRET_UPDATED_KEY] = updated.isoformat()
try:
self.client.set_secret(
azure_secret_id,
secret_value,
tags=metadata,
content_type="application/json",
)
except HttpResponseError as e:
raise RuntimeError(f"Error updating secret {secret_id}: {e}")
logger.debug("Updated Azure secret: %s", azure_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
return secret_model
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
try:
self.client.begin_delete_secret(
self._get_azure_secret_id(secret_id),
).wait()
except ResourceNotFoundError:
raise KeyError(f"Secret with ID {secret_id} not found")
except HttpResponseError as e:
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
client: SecretClient
property
readonly
Initialize and return the Azure Key Vault client.
Returns:
| Type | Description |
|---|---|
SecretClient |
The Azure Key Vault client. |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
Azure secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
key_vault_name |
str |
Name of the Azure Key Vault that this secrets store will use to store secrets. |
azure_client_id |
Optional[pydantic.types.SecretStr] |
The client ID of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
azure_client_secret |
Optional[pydantic.types.SecretStr] |
The client secret of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
azure_tenant_id |
Optional[pydantic.types.SecretStr] |
The tenant ID of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
class AzureSecretsStoreConfiguration(SecretsStoreConfiguration):
"""Azure secrets store configuration.
Attributes:
type: The type of the store.
key_vault_name: Name of the Azure Key Vault that this secrets store
will use to store secrets.
azure_client_id: The client ID of the Azure application service
principal that will be used to access the Azure Key Vault. If not
set, the default Azure credential chain will be used.
azure_client_secret: The client secret of the Azure application
service principal that will be used to access the Azure Key Vault.
If not set, the default Azure credential chain will be used.
azure_tenant_id: The tenant ID of the Azure application service
principal that will be used to access the Azure Key Vault. If not
set, the default Azure credential chain will be used.
"""
type: SecretsStoreType = SecretsStoreType.AZURE
key_vault_name: str
azure_client_id: Optional[SecretStr] = None
azure_client_secret: Optional[SecretStr] = None
azure_tenant_id: Optional[SecretStr] = None
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a secret with the same name already exists in the same scope. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
self._validate_azure_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
azure_secret_id = self._get_azure_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Use the ZenML secret metadata as Azure tags
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
# We manage the created and updated times ourselves, so we don't need to
# rely on the Azure Key Vault API to set them.
created = datetime.utcnow()
metadata[ZENML_AZURE_SECRET_CREATED_KEY] = created.isoformat()
metadata[ZENML_AZURE_SECRET_UPDATED_KEY] = created.isoformat()
try:
self.client.set_secret(
azure_secret_id,
secret_value,
tags=metadata,
content_type="application/json",
)
except HttpResponseError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created Azure secret: %s", azure_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
return secret_model
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The id of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
try:
self.client.begin_delete_secret(
self._get_azure_secret_id(secret_id),
).wait()
except ResourceNotFoundError:
raise KeyError(f"Secret with ID {secret_id} not found")
except HttpResponseError as e:
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
azure_secret_id = self._get_azure_secret_id(secret_id)
try:
azure_secret = self.client.get_secret(
azure_secret_id,
)
except ResourceNotFoundError:
raise KeyError(f"Secret with ID {secret_id} not found")
except HttpResponseError as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_azure_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
assert azure_secret.properties.tags is not None
return self._convert_azure_secret(
tags=azure_secret.properties.tags,
values=azure_secret.value,
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the filter contains an out-of-bounds page number. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
# The Azure Key Vault API does not natively support any of the
# filtering, sorting or pagination options that ZenML supports. The
# implementation of this method therefore has to fetch all secrets from
# the Key Vault, then apply the filtering, sorting and pagination on
# the client side.
# The metadata will always contain at least the filter criteria
# required to exclude everything but Azure secrets that belong to the
# current ZenML deployment.
results: List[SecretResponseModel] = []
try:
all_secrets = self.client.list_properties_of_secrets()
for secret_property in all_secrets:
try:
# NOTE: we do not include the secret values in the
# response. We would need a separate API call to fetch
# them for each secret, which would be very inefficient
# anyway.
assert secret_property.tags is not None
secret_model = self._convert_azure_secret(
tags=secret_property.tags,
)
except KeyError:
# The _convert_azure_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists or if it is otherwise not valid. Here we
# pretend that the secret does not exist.
continue
# Filter the secret on the client side.
if not secret_filter_model.secret_matches(secret_model):
continue
results.append(secret_model)
except HttpResponseError as e:
raise RuntimeError(f"Error listing Azure Key Vault secrets: {e}")
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If the update includes a change of name or scope and a secret with the same name already exists in the same scope. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_azure_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
azure_secret_id = self._get_azure_secret_id(secret_id)
secret_value = json.dumps(secret.secret_values)
# Convert the ZenML secret metadata to Azure tags
metadata = self._get_secret_metadata_for_secret(secret)
# We manage the created and updated times ourselves, so we don't need to
# rely on the Azure Key Vault API to set them.
updated = datetime.utcnow()
metadata[ZENML_AZURE_SECRET_CREATED_KEY] = secret.created.isoformat()
metadata[ZENML_AZURE_SECRET_UPDATED_KEY] = updated.isoformat()
try:
self.client.set_secret(
azure_secret_id,
secret_value,
tags=metadata,
content_type="application/json",
)
except HttpResponseError as e:
raise RuntimeError(f"Error updating secret {secret_id}: {e}")
logger.debug("Updated Azure secret: %s", azure_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
return secret_model
AzureSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
Azure secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
key_vault_name |
str |
Name of the Azure Key Vault that this secrets store will use to store secrets. |
azure_client_id |
Optional[pydantic.types.SecretStr] |
The client ID of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
azure_client_secret |
Optional[pydantic.types.SecretStr] |
The client secret of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
azure_tenant_id |
Optional[pydantic.types.SecretStr] |
The tenant ID of the Azure application service principal that will be used to access the Azure Key Vault. If not set, the default Azure credential chain will be used. |
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
class AzureSecretsStoreConfiguration(SecretsStoreConfiguration):
"""Azure secrets store configuration.
Attributes:
type: The type of the store.
key_vault_name: Name of the Azure Key Vault that this secrets store
will use to store secrets.
azure_client_id: The client ID of the Azure application service
principal that will be used to access the Azure Key Vault. If not
set, the default Azure credential chain will be used.
azure_client_secret: The client secret of the Azure application
service principal that will be used to access the Azure Key Vault.
If not set, the default Azure credential chain will be used.
azure_tenant_id: The tenant ID of the Azure application service
principal that will be used to access the Azure Key Vault. If not
set, the default Azure credential chain will be used.
"""
type: SecretsStoreType = SecretsStoreType.AZURE
key_vault_name: str
azure_client_id: Optional[SecretStr] = None
azure_client_secret: Optional[SecretStr] = None
azure_tenant_id: Optional[SecretStr] = None
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/azure_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
base_secrets_store
Base Secrets Store implementation.
BaseSecretsStore (BaseModel, SecretsStoreInterface, ABC)
pydantic-model
Base class for accessing and persisting ZenML secret objects.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the secret store. |
|
_zen_store |
The ZenML store that owns this secrets store. |
Source code in zenml/zen_stores/secrets_stores/base_secrets_store.py
class BaseSecretsStore(BaseModel, SecretsStoreInterface, ABC):
"""Base class for accessing and persisting ZenML secret objects.
Attributes:
config: The configuration of the secret store.
_zen_store: The ZenML store that owns this secrets store.
"""
config: SecretsStoreConfiguration
_zen_store: Optional["BaseZenStore"] = None
TYPE: ClassVar[SecretsStoreType]
CONFIG_TYPE: ClassVar[Type[SecretsStoreConfiguration]]
# ---------------------------------
# Initialization and configuration
# ---------------------------------
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize a secrets store.
Args:
zen_store: The ZenML store that owns this secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
RuntimeError: If the store cannot be initialized.
"""
super().__init__(**kwargs)
self._zen_store = zen_store
self.zen_store.register_event_handler(
StoreEvent.WORKSPACE_DELETED, self._on_workspace_deleted
)
self.zen_store.register_event_handler(
StoreEvent.USER_DELETED, self._on_user_deleted
)
try:
self._initialize()
except Exception as e:
raise RuntimeError(
f"Error initializing {self.type.value} secrets store: {str(e)}"
) from e
@staticmethod
def _load_custom_store_class(
store_config: SecretsStoreConfiguration,
) -> Type["BaseSecretsStore"]:
"""Loads the custom secrets store class from the given config.
Args:
store_config: The configuration of the secrets store.
Returns:
The secrets store class corresponding to the configured custom
secrets store.
Raises:
ValueError: If the configured class path cannot be imported or is
not a subclass of `BaseSecretsStore`.
"""
# Ensured through Pydantic root validation
assert store_config.class_path is not None
# Import the class dynamically
try:
store_class = source_utils.load_and_validate_class(
store_config.class_path, expected_class=BaseSecretsStore
)
except (ImportError, AttributeError) as e:
raise ValueError(
f"Could not import class `{store_config.class_path}`: {str(e)}"
) from e
return store_class
@staticmethod
def get_store_class(
store_config: SecretsStoreConfiguration,
) -> Type["BaseSecretsStore"]:
"""Returns the class of the given secrets store type.
Args:
store_config: The configuration of the secrets store.
Returns:
The class corresponding to the configured secrets store or None if
the type is unknown.
Raises:
TypeError: If the secrets store type is unsupported.
"""
if store_config.type == SecretsStoreType.SQL:
from zenml.zen_stores.secrets_stores.sql_secrets_store import (
SqlSecretsStore,
)
return SqlSecretsStore
if store_config.type == SecretsStoreType.REST:
from zenml.zen_stores.secrets_stores.rest_secrets_store import (
RestSecretsStore,
)
return RestSecretsStore
if store_config.type == SecretsStoreType.AWS:
from zenml.zen_stores.secrets_stores.aws_secrets_store import (
AWSSecretsStore,
)
return AWSSecretsStore
elif store_config.type == SecretsStoreType.GCP:
from zenml.zen_stores.secrets_stores.gcp_secrets_store import (
GCPSecretsStore,
)
return GCPSecretsStore
elif store_config.type == SecretsStoreType.AZURE:
from zenml.zen_stores.secrets_stores.azure_secrets_store import (
AzureSecretsStore,
)
return AzureSecretsStore
elif store_config.type == SecretsStoreType.HASHICORP:
from zenml.zen_stores.secrets_stores.hashicorp_secrets_store import (
HashiCorpVaultSecretsStore,
)
return HashiCorpVaultSecretsStore
elif store_config.type != SecretsStoreType.CUSTOM:
raise TypeError(
f"No store implementation found for secrets store type "
f"`{store_config.type.value}`."
)
return BaseSecretsStore._load_custom_store_class(store_config)
@staticmethod
def create_store(
config: SecretsStoreConfiguration,
**kwargs: Any,
) -> "BaseSecretsStore":
"""Create and initialize a secrets store from a secrets store configuration.
Args:
config: The secrets store configuration to use.
**kwargs: Additional keyword arguments to pass to the store class
Returns:
The initialized secrets store.
"""
logger.debug(
f"Creating secrets store with type '{config.type.value}'..."
)
store_class = BaseSecretsStore.get_store_class(config)
store = store_class(
config=config,
**kwargs,
)
return store
@property
def type(self) -> SecretsStoreType:
"""The type of the secrets store.
Returns:
The type of the secrets store.
"""
return self.TYPE
@property
def zen_store(self) -> "BaseZenStore":
"""The ZenML store that owns this secrets store.
Returns:
The ZenML store that owns this secrets store.
Raises:
ValueError: If the store is not initialized.
"""
if not self._zen_store:
raise ValueError("Store not initialized")
return self._zen_store
# --------------------
# Store Event Handlers
# --------------------
def _on_workspace_deleted(
self, event: StoreEvent, workspace_id: UUID
) -> None:
"""Handle the deletion of a workspace.
This method deletes all secrets associated with the given workspace.
Args:
event: The store event.
workspace_id: The ID of the workspace that was deleted.
"""
logger.debug(
"Handling workspace deletion event for workspace %s", workspace_id
)
# Delete all secrets associated with the workspace.
secrets = depaginate(
partial(
self.list_secrets,
secret_filter_model=SecretFilterModel(
workspace_id=workspace_id
),
)
)
for secret in secrets:
try:
self.delete_secret(secret.id)
except KeyError:
pass
except Exception as e:
logger.warning("Failed to delete secret %s: %s", secret.id, e)
def _on_user_deleted(self, event: StoreEvent, user_id: UUID) -> None:
"""Handle the deletion of a user.
This method deletes all secrets associated with the given user.
Args:
event: The store event.
user_id: The ID of the user that was deleted.
"""
logger.debug("Handling user deletion event for user %s", user_id)
# Delete all secrets associated with the user.
secrets = depaginate(
partial(
self.list_secrets,
secret_filter_model=SecretFilterModel(user_id=user_id),
)
)
for secret in secrets:
try:
self.delete_secret(secret.id)
except KeyError:
pass
except Exception as e:
logger.warning("Failed to delete secret %s: %s", secret.id, e)
# ------------------------------------------
# Common helpers for Secrets Store back-ends
# ------------------------------------------
def _validate_user_and_workspace(
self, user_id: UUID, workspace_id: UUID
) -> Tuple[UserResponseModel, WorkspaceResponseModel]:
"""Validates that the given user and workspace IDs are valid.
This method calls the ZenML store to validate the user and workspace
IDs. It raises a KeyError exception if either the user or workspace
does not exist.
Args:
user_id: The ID of the user to validate.
workspace_id: The ID of the workspace to validate.
Returns:
The user and workspace.
"""
user = self.zen_store.get_user(user_id)
workspace = self.zen_store.get_workspace(workspace_id)
return user, workspace
def _validate_user_and_workspace_update(
self,
secret_update: SecretUpdateModel,
current_user: UUID,
current_workspace: UUID,
) -> None:
"""Validates that a secret update does not change the user or workspace.
Args:
secret_update: Secret update.
current_user: The current user ID.
current_workspace: The current workspace ID.
Raises:
IllegalOperationError: If the user or workspace is changed.
"""
if secret_update.user and current_user != secret_update.user:
raise IllegalOperationError("Cannot change the user of a secret.")
if (
secret_update.workspace
and current_workspace != secret_update.workspace
):
raise IllegalOperationError(
"Cannot change the workspace of a secret."
)
def _check_secret_scope(
self,
secret_name: str,
scope: SecretScope,
workspace: UUID,
user: UUID,
exclude_secret_id: Optional[UUID] = None,
) -> Tuple[bool, str]:
"""Checks if a secret with the given name already exists in the given scope.
This method enforces the following scope rules:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_name: The name of the secret.
scope: The scope of the secret.
workspace: The ID of the workspace to which the secret belongs.
user: The ID of the user to which the secret belongs.
exclude_secret_id: The ID of a secret to exclude from the check
(used e.g. during an update to exclude the existing secret).
Returns:
True if a secret with the given name already exists in the given
scope, False otherwise, and an error message.
"""
filter = SecretFilterModel(
name=secret_name,
scope=scope,
page=1,
size=2, # We only need to know if there is more than one secret
)
if scope in [SecretScope.WORKSPACE, SecretScope.USER]:
filter.workspace_id = workspace
if scope == SecretScope.USER:
filter.user_id = user
existing_secrets = self.list_secrets(secret_filter_model=filter).items
if exclude_secret_id is not None:
existing_secrets = [
s for s in existing_secrets if s.id != exclude_secret_id
]
if existing_secrets:
existing_secret_model = existing_secrets[0]
msg = (
f"Found an existing {scope.value} scoped secret with the "
f"same '{secret_name}' name"
)
if scope in [SecretScope.WORKSPACE, SecretScope.USER]:
msg += (
f" in the same '{existing_secret_model.workspace.name}' "
f"workspace"
)
if scope == SecretScope.USER:
assert existing_secret_model.user
msg += (
f" for the same '{existing_secret_model.user.name}' user"
)
return True, msg
return False, ""
# --------------------------------------------------------
# Helpers for Secrets Store back-ends that use tags/labels
# --------------------------------------------------------
def _get_secret_metadata(
self,
secret_id: Optional[UUID] = None,
secret_name: Optional[str] = None,
scope: Optional[SecretScope] = None,
workspace: Optional[UUID] = None,
user: Optional[UUID] = None,
) -> Dict[str, str]:
"""Get a dictionary with metadata that can be used as tags/labels.
This utility method can be used with Secrets Managers that can
associate metadata (e.g. tags, labels) with a secret. The metadata can
be configured alongside each secret and then used as a filter criteria
when running queries against the backend e.g. to retrieve all the
secrets within a given scope or to retrieve all secrets with a given
name within a given scope.
NOTE: the ZENML_SECRET_LABEL is always included in the metadata to
distinguish ZenML secrets from other secrets that might be stored in
the same backend, as well as to distinguish between different ZenML
deployments using the same backend. Its value is set to the ZenML
deployment ID and it should be included in all queries to the backend.
Args:
secret_id: Optional secret ID to include in the metadata.
secret_name: Optional secret name to include in the metadata.
scope: Optional scope to include in the metadata.
workspace: Optional workspace ID to include in the metadata.
user: Optional user ID to include in the scope metadata.
Returns:
Dictionary with secret metadata information.
"""
# Always include the main ZenML label to distinguish ZenML secrets
# from other secrets that might be stored in the same backend and
# to distinguish between different ZenML deployments using the same
# backend.
metadata: Dict[str, str] = {
ZENML_SECRET_LABEL: str(self.zen_store.get_store_info().id)
}
if secret_id:
metadata[ZENML_SECRET_ID_LABEL] = str(secret_id)
if secret_name:
metadata[ZENML_SECRET_NAME_LABEL] = secret_name
if scope:
metadata[ZENML_SECRET_SCOPE_LABEL] = scope.value
if workspace:
metadata[ZENML_SECRET_WORKSPACE_LABEL] = str(workspace)
if user:
metadata[ZENML_SECRET_USER_LABEL] = str(user)
return metadata
def _get_secret_metadata_for_secret(
self,
secret: Union[SecretRequestModel, SecretResponseModel],
secret_id: Optional[UUID] = None,
) -> Dict[str, str]:
"""Get a dictionary with the secrets metadata describing a secret.
This utility method can be used with Secrets Managers that can
associate metadata (e.g. tags, labels) with a secret. The metadata can
be configured alongside each secret and then used as a filter criteria
when running queries against the backend.
Args:
secret: The secret to get the metadata for.
secret_id: Optional secret ID to include in the metadata (if not
already included in the secret).
Returns:
Dictionary with secret metadata information.
"""
if isinstance(secret, SecretRequestModel):
return self._get_secret_metadata(
secret_id=secret_id,
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
return self._get_secret_metadata(
secret_id=secret.id,
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id if secret.user else None,
)
def _create_secret_from_metadata(
self,
metadata: Dict[str, str],
created: datetime,
updated: datetime,
values: Optional[Dict[str, str]] = None,
) -> SecretResponseModel:
"""Create a ZenML secret model from metadata stored in the secrets store backend.
Args:
metadata: ZenML secret metadata collected from the backend secret
(e.g. from secret tags/labels).
created: The secret creation time.
updated: The secret last updated time.
values: The secret values (optional).
Returns:
The ZenML secret.
Raises:
KeyError: If the secret does not have the required metadata, if it
is not managed by this ZenML instance or if it is linked to a
user or workspace that no longer exists.
"""
# Double-check that the secret is managed by this ZenML instance.
if metadata.get(ZENML_SECRET_LABEL) != str(
self.zen_store.get_store_info().id
):
raise KeyError("Secret is not managed by this ZenML instance")
# Recover the ZenML secret fields from the input secret metadata.
try:
secret_id = UUID(metadata[ZENML_SECRET_ID_LABEL])
name = metadata[ZENML_SECRET_NAME_LABEL]
scope = SecretScope(metadata[ZENML_SECRET_SCOPE_LABEL])
workspace_id = UUID(metadata[ZENML_SECRET_WORKSPACE_LABEL])
user_id = UUID(metadata[ZENML_SECRET_USER_LABEL])
except KeyError as e:
raise KeyError(
f"Secret could not be retrieved: missing required metadata: {e}"
)
try:
user, workspace = self._validate_user_and_workspace(
user_id, workspace_id
)
except KeyError as e:
# The user or workspace associated with the secret no longer
# exists. This can happen if the user or workspace is being
# deleted nearly at the same time as this call. In this case, we
# raise a KeyError exception. The caller should handle this
# exception by assuming that the secret no longer exists.
logger.warning(
f"Secret with ID {secret_id} is associated with a "
f"non-existent user or workspace. Silently ignoring the "
f"secret: {e}"
)
raise KeyError(
f"Secret with ID {secret_id} could not be retrieved: "
f"the secret is associated with a non-existent user or "
f"workspace: {e}"
)
secret_model = SecretResponseModel(
id=secret_id,
name=name,
scope=scope,
workspace=workspace,
user=user,
values=values if values else {},
created=created,
updated=updated,
)
return secret_model
class Config:
"""Pydantic configuration class."""
# Validate attributes when assigning them. We need to set this in order
# to have a mix of mutable and immutable attributes
validate_assignment = True
# Ignore extra attributes from configs of previous ZenML versions
extra = "ignore"
# all attributes with leading underscore are private and therefore
# are mutable and not included in serialization
underscore_attrs_are_private = True
type: SecretsStoreType
property
readonly
The type of the secrets store.
Returns:
| Type | Description |
|---|---|
SecretsStoreType |
The type of the secrets store. |
zen_store: BaseZenStore
property
readonly
The ZenML store that owns this secrets store.
Returns:
| Type | Description |
|---|---|
BaseZenStore |
The ZenML store that owns this secrets store. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the store is not initialized. |
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/base_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Validate attributes when assigning them. We need to set this in order
# to have a mix of mutable and immutable attributes
validate_assignment = True
# Ignore extra attributes from configs of previous ZenML versions
extra = "ignore"
# all attributes with leading underscore are private and therefore
# are mutable and not included in serialization
underscore_attrs_are_private = True
__init__(self, zen_store, **kwargs)
special
Create and initialize a secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
zen_store |
BaseZenStore |
The ZenML store that owns this secrets store. |
required |
**kwargs |
Any |
Additional keyword arguments to pass to the Pydantic constructor. |
{} |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
If the store cannot be initialized. |
Source code in zenml/zen_stores/secrets_stores/base_secrets_store.py
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize a secrets store.
Args:
zen_store: The ZenML store that owns this secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
RuntimeError: If the store cannot be initialized.
"""
super().__init__(**kwargs)
self._zen_store = zen_store
self.zen_store.register_event_handler(
StoreEvent.WORKSPACE_DELETED, self._on_workspace_deleted
)
self.zen_store.register_event_handler(
StoreEvent.USER_DELETED, self._on_user_deleted
)
try:
self._initialize()
except Exception as e:
raise RuntimeError(
f"Error initializing {self.type.value} secrets store: {str(e)}"
) from e
create_store(config, **kwargs)
staticmethod
Create and initialize a secrets store from a secrets store configuration.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
SecretsStoreConfiguration |
The secrets store configuration to use. |
required |
**kwargs |
Any |
Additional keyword arguments to pass to the store class |
{} |
Returns:
| Type | Description |
|---|---|
BaseSecretsStore |
The initialized secrets store. |
Source code in zenml/zen_stores/secrets_stores/base_secrets_store.py
@staticmethod
def create_store(
config: SecretsStoreConfiguration,
**kwargs: Any,
) -> "BaseSecretsStore":
"""Create and initialize a secrets store from a secrets store configuration.
Args:
config: The secrets store configuration to use.
**kwargs: Additional keyword arguments to pass to the store class
Returns:
The initialized secrets store.
"""
logger.debug(
f"Creating secrets store with type '{config.type.value}'..."
)
store_class = BaseSecretsStore.get_store_class(config)
store = store_class(
config=config,
**kwargs,
)
return store
get_store_class(store_config)
staticmethod
Returns the class of the given secrets store type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
store_config |
SecretsStoreConfiguration |
The configuration of the secrets store. |
required |
Returns:
| Type | Description |
|---|---|
Type[BaseSecretsStore] |
The class corresponding to the configured secrets store or None if the type is unknown. |
Exceptions:
| Type | Description |
|---|---|
TypeError |
If the secrets store type is unsupported. |
Source code in zenml/zen_stores/secrets_stores/base_secrets_store.py
@staticmethod
def get_store_class(
store_config: SecretsStoreConfiguration,
) -> Type["BaseSecretsStore"]:
"""Returns the class of the given secrets store type.
Args:
store_config: The configuration of the secrets store.
Returns:
The class corresponding to the configured secrets store or None if
the type is unknown.
Raises:
TypeError: If the secrets store type is unsupported.
"""
if store_config.type == SecretsStoreType.SQL:
from zenml.zen_stores.secrets_stores.sql_secrets_store import (
SqlSecretsStore,
)
return SqlSecretsStore
if store_config.type == SecretsStoreType.REST:
from zenml.zen_stores.secrets_stores.rest_secrets_store import (
RestSecretsStore,
)
return RestSecretsStore
if store_config.type == SecretsStoreType.AWS:
from zenml.zen_stores.secrets_stores.aws_secrets_store import (
AWSSecretsStore,
)
return AWSSecretsStore
elif store_config.type == SecretsStoreType.GCP:
from zenml.zen_stores.secrets_stores.gcp_secrets_store import (
GCPSecretsStore,
)
return GCPSecretsStore
elif store_config.type == SecretsStoreType.AZURE:
from zenml.zen_stores.secrets_stores.azure_secrets_store import (
AzureSecretsStore,
)
return AzureSecretsStore
elif store_config.type == SecretsStoreType.HASHICORP:
from zenml.zen_stores.secrets_stores.hashicorp_secrets_store import (
HashiCorpVaultSecretsStore,
)
return HashiCorpVaultSecretsStore
elif store_config.type != SecretsStoreType.CUSTOM:
raise TypeError(
f"No store implementation found for secrets store type "
f"`{store_config.type.value}`."
)
return BaseSecretsStore._load_custom_store_class(store_config)
gcp_secrets_store
Implementation of the GCP Secrets Store.
GCPSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the GCP Secrets Manager API.
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
class GCPSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the GCP Secrets Manager API."""
config: GCPSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.GCP
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = GCPSecretsStoreConfiguration
_client: Optional[SecretManagerServiceClient] = None
def _initialize(self) -> None:
"""Initialize the GCP secrets store."""
logger.debug("Initializing GCPSecretsStore")
# Initialize the GCP client.
_ = self.client
@property
def client(self) -> Any:
"""Initialize and return the GCP Secrets Manager client.
Returns:
The GCP Secrets Manager client.
"""
if self._client is None:
self._client = SecretManagerServiceClient()
return self._client
@property
def parent_name(self) -> str:
"""Construct the GCP parent path to the secret manager.
Returns:
The parent path to the secret manager
"""
return f"projects/{self.config.project_id}"
def _get_secret_labels(
self, secret: Union[SecretRequestModel, SecretResponseModel]
) -> List[Tuple[str, str]]:
"""Return a list of Google secret label values for a given secret.
Args:
secret: the secret object
Returns:
A list of Google secret label values
"""
metadata = self._get_secret_metadata_for_secret(secret)
return list(metadata.items())
def _validate_gcp_secret_name(self, name: str) -> None:
"""Validate a secret name.
Given that we save secret names as labels, we are also limited by the
limitation that Google imposes on label values: max 63 characters and
must only contain lowercase letters, numerals and the hyphen (-) and
underscore (_) characters.
Args:
name: the secret name
Raises:
ValueError: if the secret name is invalid
"""
if not re.fullmatch(r"[a-z0-9_\-]+", name):
raise ValueError(
f"Invalid secret name '{name}'. Must contain "
f"only lowercase alphanumeric characters and the hyphen (-) and "
f"underscore (_) characters."
)
if name and len(name) > 63:
raise ValueError(
f"Invalid secret name '{name}'. The length is "
f"limited to maximum 63 characters."
)
def _get_gcp_secret_name(
self,
secret_id: UUID,
) -> str:
"""Get the GCP secret name for the given secret.
The convention used for GCP secret names is to use the ZenML
secret UUID prefixed with `zenml` as the AWS secret name,
i.e. `zenml/<secret_uuid>`.
Args:
secret_id: The ZenML secret ID.
Returns:
The GCP secret name.
"""
return f"{GCP_ZENML_SECRET_NAME_PREFIX}-{str(secret_id)}"
def _convert_gcp_secret(
self,
labels: Dict[str, str],
values: Optional[Dict[str, str]] = None,
) -> SecretResponseModel:
"""Create a ZenML secret model from data stored in an GCP secret.
If the GCP secret cannot be converted, the method acts as if the
secret does not exist and raises a KeyError.
Args:
labels: The GCP secret labels.
values: The GCP secret values.
Returns:
The ZenML secret model.
Raises:
KeyError: if the GCP secret cannot be converted.
"""
# Recover the ZenML secret metadata from the AWS secret tags.
# The GCP secret labels do not really behave like a dictionary: when
# a key is not found, it does not raise a KeyError, but instead
# returns an empty string. That's why we make this conversion.
label_dict = dict(labels)
try:
created = datetime.strptime(
label_dict[ZENML_GCP_SECRET_CREATED_KEY],
ZENML_GCP_DATE_FORMAT_STRING,
)
updated = datetime.strptime(
label_dict[ZENML_GCP_SECRET_UPDATED_KEY],
ZENML_GCP_DATE_FORMAT_STRING,
)
except KeyError as e:
raise KeyError(
f"Invalid GCP secret: missing required tag '{e}'"
) from e
return self._create_secret_from_metadata(
metadata=label_dict,
created=created,
updated=updated,
values=values,
)
def _get_gcp_filter_string(
self, secret_filter_model: SecretFilterModel
) -> str:
"""Convert a SecretFilterModel to a GCP filter string.
Args:
secret_filter_model: The secret filter model.
Returns:
The GCP filter string.
"""
operator_map = {
"equals": ":",
}
filter_terms = []
for filter in secret_filter_model.list_of_filters:
filter_terms.append(
f"{filter.column}{operator_map[filter.operation.value]}{filter.value}"
)
return f" {secret_filter_model.logical_operator.name} ".join(
filter_terms
)
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Create a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The created secret.
Raises:
RuntimeError: if the secret was unable to be created.
EntityExistsError: If a secret with the same name already exists
in the same scope.
"""
self._validate_gcp_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
secret_id = uuid.uuid4()
secret_value = json.dumps(secret.secret_values)
created = datetime.utcnow().replace(tzinfo=None, microsecond=0)
labels = self._get_secret_metadata_for_secret(
secret=secret, secret_id=secret_id
)
labels[ZENML_GCP_SECRET_CREATED_KEY] = created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
labels[ZENML_GCP_SECRET_UPDATED_KEY] = created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
try:
gcp_secret = self.client.create_secret(
request={
"parent": self.parent_name,
"secret_id": self._get_gcp_secret_name(secret_id),
"secret": {
"replication": {"automatic": {}},
"labels": labels,
},
}
)
logger.debug("Created empty parent secret: %s", gcp_secret.name)
self.client.add_secret_version(
request={
"parent": gcp_secret.name,
"payload": {"data": secret_value.encode()},
}
)
except Exception as e:
raise RuntimeError(f"Failed to create secret.: {str(e)}") from e
logger.debug("Added value to secret.")
return SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the GCP Secrets Manager API returns an unexpected
error.
"""
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
try:
secret = self.client.get_secret(name=gcp_secret_name)
secret_version_values = self.client.access_secret_version(
name=f"{gcp_secret_name}/versions/latest"
)
except google_exceptions.NotFound as e:
raise KeyError(
f"Can't find the specified secret for secret_id '{secret_id}': {str(e)}"
) from e
except Exception as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
secret_values = json.loads(
secret_version_values.payload.data.decode("UTF-8")
)
return self._convert_gcp_secret(
labels=secret.labels,
values=secret_values,
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: The filter criteria.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
# TODO: implement filter method for server-side filtering
# convert the secret_filter_model to a GCP filter string
gcp_filters = ""
# gcp_filters = self._get_gcp_filter_string(
# secret_filter_model=secret_filter_model
# )
try:
# get all the secrets and their labels (for their names) from GCP
# (use the filter string to limit what doesn't match the filter)
secrets = []
for secret in self.client.list_secrets(
request={
"parent": self.parent_name,
"filter": gcp_filters,
}
):
try:
secrets.append(self._convert_gcp_secret(secret.labels))
except KeyError:
# keep going / ignore if this secret version doesn't exist
# or isn't a ZenML secret
continue
except Exception as e:
raise RuntimeError(f"Error listing GCP secrets: {e}") from e
# do client filtering for anything not covered by the filter string
filtered_secrets = [
secret
for secret in secrets
if secret_filter_model.secret_matches(secret)
]
# sort the results
sorted_results = secret_filter_model.sort_secrets(filtered_secrets)
# paginate the results
secret_count = len(sorted_results)
if secret_count == 0:
total_pages = 1
else:
total_pages = math.ceil(secret_count / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{secret_count} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=secret_count,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Update a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to update.
secret_update: The update to apply to the secret.
Returns:
The updated secret.
Raises:
RuntimeError: If the secret update is invalid.
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
"""
secret = self.get_secret(secret_id=secret_id)
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_gcp_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
# Convert the ZenML secret metadata to GCP labels
updated = datetime.utcnow().replace(tzinfo=None, microsecond=0)
metadata = self._get_secret_metadata_for_secret(secret)
metadata[ZENML_GCP_SECRET_UPDATED_KEY] = updated.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
metadata[ZENML_GCP_SECRET_CREATED_KEY] = secret.created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
try:
# UPDATE THE SECRET METADATA
update_secret = {
"name": gcp_secret_name,
"labels": metadata,
}
update_mask = {"paths": ["labels"]}
gcp_updated_secret = self.client.update_secret(
request={
"secret": update_secret,
"update_mask": update_mask,
}
)
# ADD A NEW SECRET VERSION
secret_value = json.dumps(secret.secret_values)
self.client.add_secret_version(
request={
"parent": gcp_updated_secret.name,
"payload": {"data": secret_value.encode()},
}
)
except Exception as e:
raise RuntimeError(f"Error updating secret: {e}") from e
logger.debug("Updated GCP secret: %s", gcp_secret_name)
return SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The ID of the secret to delete.
Raises:
KeyError: If the secret could not be found.
RuntimeError: If the secret could not be deleted.
"""
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
try:
self.client.delete_secret(request={"name": gcp_secret_name})
except google_exceptions.NotFound:
raise KeyError(f"Secret with ID {secret_id} not found")
except Exception as e:
raise RuntimeError(f"Failed to delete secret: {str(e)}") from e
client: Any
property
readonly
Initialize and return the GCP Secrets Manager client.
Returns:
| Type | Description |
|---|---|
Any |
The GCP Secrets Manager client. |
parent_name: str
property
readonly
Construct the GCP parent path to the secret manager.
Returns:
| Type | Description |
|---|---|
str |
The parent path to the secret manager |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
GCP secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
project_id |
str |
The GCP project ID where the secrets are stored. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
class GCPSecretsStoreConfiguration(SecretsStoreConfiguration):
"""GCP secrets store configuration.
Attributes:
type: The type of the store.
project_id: The GCP project ID where the secrets are stored.
"""
type: SecretsStoreType = SecretsStoreType.GCP
project_id: str
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
create_secret(self, secret)
Create a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The created secret. |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
if the secret was unable to be created. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Create a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The created secret.
Raises:
RuntimeError: if the secret was unable to be created.
EntityExistsError: If a secret with the same name already exists
in the same scope.
"""
self._validate_gcp_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
secret_id = uuid.uuid4()
secret_value = json.dumps(secret.secret_values)
created = datetime.utcnow().replace(tzinfo=None, microsecond=0)
labels = self._get_secret_metadata_for_secret(
secret=secret, secret_id=secret_id
)
labels[ZENML_GCP_SECRET_CREATED_KEY] = created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
labels[ZENML_GCP_SECRET_UPDATED_KEY] = created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
try:
gcp_secret = self.client.create_secret(
request={
"parent": self.parent_name,
"secret_id": self._get_gcp_secret_name(secret_id),
"secret": {
"replication": {"automatic": {}},
"labels": labels,
},
}
)
logger.debug("Created empty parent secret: %s", gcp_secret.name)
self.client.add_secret_version(
request={
"parent": gcp_secret.name,
"payload": {"data": secret_value.encode()},
}
)
except Exception as e:
raise RuntimeError(f"Failed to create secret.: {str(e)}") from e
logger.debug("Added value to secret.")
return SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret could not be found. |
RuntimeError |
If the secret could not be deleted. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The ID of the secret to delete.
Raises:
KeyError: If the secret could not be found.
RuntimeError: If the secret could not be deleted.
"""
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
try:
self.client.delete_secret(request={"name": gcp_secret_name})
except google_exceptions.NotFound:
raise KeyError(f"Secret with ID {secret_id} not found")
except Exception as e:
raise RuntimeError(f"Failed to delete secret: {str(e)}") from e
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the GCP Secrets Manager API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the GCP Secrets Manager API returns an unexpected
error.
"""
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
try:
secret = self.client.get_secret(name=gcp_secret_name)
secret_version_values = self.client.access_secret_version(
name=f"{gcp_secret_name}/versions/latest"
)
except google_exceptions.NotFound as e:
raise KeyError(
f"Can't find the specified secret for secret_id '{secret_id}': {str(e)}"
) from e
except Exception as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
secret_values = json.loads(
secret_version_values.payload.data.decode("UTF-8")
)
return self._convert_gcp_secret(
labels=secret.labels,
values=secret_values,
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
The filter criteria. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the filter contains an out-of-bounds page number. |
RuntimeError |
If the Azure Key Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: The filter criteria.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the Azure Key Vault API returns an unexpected
error.
"""
# TODO: implement filter method for server-side filtering
# convert the secret_filter_model to a GCP filter string
gcp_filters = ""
# gcp_filters = self._get_gcp_filter_string(
# secret_filter_model=secret_filter_model
# )
try:
# get all the secrets and their labels (for their names) from GCP
# (use the filter string to limit what doesn't match the filter)
secrets = []
for secret in self.client.list_secrets(
request={
"parent": self.parent_name,
"filter": gcp_filters,
}
):
try:
secrets.append(self._convert_gcp_secret(secret.labels))
except KeyError:
# keep going / ignore if this secret version doesn't exist
# or isn't a ZenML secret
continue
except Exception as e:
raise RuntimeError(f"Error listing GCP secrets: {e}") from e
# do client filtering for anything not covered by the filter string
filtered_secrets = [
secret
for secret in secrets
if secret_filter_model.secret_matches(secret)
]
# sort the results
sorted_results = secret_filter_model.sort_secrets(filtered_secrets)
# paginate the results
secret_count = len(sorted_results)
if secret_count == 0:
total_pages = 1
else:
total_pages = math.ceil(secret_count / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{secret_count} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=secret_count,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
update_secret(self, secret_id, secret_update)
Update a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to update. |
required |
secret_update |
SecretUpdateModel |
The update to apply to the secret. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
RuntimeError |
If the secret update is invalid. |
EntityExistsError |
If the update includes a change of name or scope and a secret with the same name already exists in the same scope. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Update a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to update.
secret_update: The update to apply to the secret.
Returns:
The updated secret.
Raises:
RuntimeError: If the secret update is invalid.
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
"""
secret = self.get_secret(secret_id=secret_id)
gcp_secret_name = self.client.secret_path(
self.config.project_id,
self._get_gcp_secret_name(secret_id=secret_id),
)
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_gcp_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
# Convert the ZenML secret metadata to GCP labels
updated = datetime.utcnow().replace(tzinfo=None, microsecond=0)
metadata = self._get_secret_metadata_for_secret(secret)
metadata[ZENML_GCP_SECRET_UPDATED_KEY] = updated.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
metadata[ZENML_GCP_SECRET_CREATED_KEY] = secret.created.strftime(
ZENML_GCP_DATE_FORMAT_STRING
)
try:
# UPDATE THE SECRET METADATA
update_secret = {
"name": gcp_secret_name,
"labels": metadata,
}
update_mask = {"paths": ["labels"]}
gcp_updated_secret = self.client.update_secret(
request={
"secret": update_secret,
"update_mask": update_mask,
}
)
# ADD A NEW SECRET VERSION
secret_value = json.dumps(secret.secret_values)
self.client.add_secret_version(
request={
"parent": gcp_updated_secret.name,
"payload": {"data": secret_value.encode()},
}
)
except Exception as e:
raise RuntimeError(f"Error updating secret: {e}") from e
logger.debug("Updated GCP secret: %s", gcp_secret_name)
return SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
GCPSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
GCP secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
project_id |
str |
The GCP project ID where the secrets are stored. |
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
class GCPSecretsStoreConfiguration(SecretsStoreConfiguration):
"""GCP secrets store configuration.
Attributes:
type: The type of the store.
project_id: The GCP project ID where the secrets are stored.
"""
type: SecretsStoreType = SecretsStoreType.GCP
project_id: str
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/gcp_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
hashicorp_secrets_store
HashiCorp Vault Secrets Store implementation.
HashiCorpVaultSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the HashiCorp Vault API.
This secrets store implementation uses the HashiCorp Vault API to store secrets. It allows a single HashiCorp Vault server to be shared with other ZenML deployments as well as other third party users and applications.
Here are some implementation highlights:
-
the name/ID of an HashiCorp Vault secret is derived from the ZenML secret UUID and a
zenmlprefix in the formzenml/{zenml_secret_uuid}. This clearly identifies a secret as being managed by ZenML in the HashiCorp Vault server. This also allows use to reduce the scope oflist_secretsto cover only secrets managed by ZenML by usingzenml/as the path prefix. -
given that HashiCorp Vault secrets do not support attaching arbitrary metadata in the form of label or tags, we store the entire ZenML secret metadata (e.g. name, scope, etc.) alongside the secret values in the HashiCorp Vault secret value.
-
when a user or workspace is deleted, the secrets associated with it are deleted automatically via registered event handlers.
Known challenges and limitations:
-
HashiCorp Vault secrets do not support filtering secrets by metadata attached to secrets in the form of label or tags. This means that we cannot filter secrets server-side based on their metadata (e.g. name, scope, etc.). Instead, we have to retrieve all ZenML managed secrets and filter them client-side.
-
HashiCorp Vault secrets are versioned. This means that when a secret is updated, a new version is created which has its own creation timestamp. Furthermore, older secret versions are deleted automatically after a certain configurable number of versions is reached. To work around this, we also manage
createdandupdatedtimestamps here and store them in the secret value itself.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the HashiCorp Vault secrets store. |
|
TYPE |
The type of the store. |
|
CONFIG_TYPE |
The type of the store configuration. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
class HashiCorpVaultSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the HashiCorp Vault API.
This secrets store implementation uses the HashiCorp Vault API to
store secrets. It allows a single HashiCorp Vault server to be shared with
other ZenML deployments as well as other third party users and applications.
Here are some implementation highlights:
* the name/ID of an HashiCorp Vault secret is derived from the ZenML secret
UUID and a `zenml` prefix in the form `zenml/{zenml_secret_uuid}`. This
clearly identifies a secret as being managed by ZenML in the HashiCorp Vault
server. This also allows use to reduce the scope of `list_secrets` to cover
only secrets managed by ZenML by using `zenml/` as the path prefix.
* given that HashiCorp Vault secrets do not support attaching arbitrary
metadata in the form of label or tags, we store the entire ZenML secret
metadata (e.g. name, scope, etc.) alongside the secret values in the
HashiCorp Vault secret value.
* when a user or workspace is deleted, the secrets associated with it are
deleted automatically via registered event handlers.
Known challenges and limitations:
* HashiCorp Vault secrets do not support filtering secrets by metadata
attached to secrets in the form of label or tags. This means that we cannot
filter secrets server-side based on their metadata (e.g. name, scope, etc.).
Instead, we have to retrieve all ZenML managed secrets and filter them
client-side.
* HashiCorp Vault secrets are versioned. This means that when a secret is
updated, a new version is created which has its own creation timestamp.
Furthermore, older secret versions are deleted automatically after a certain
configurable number of versions is reached. To work around this, we also
manage `created` and `updated` timestamps here and store them in the secret
value itself.
Attributes:
config: The configuration of the HashiCorp Vault secrets store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
"""
config: HashiCorpVaultSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.HASHICORP
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = HashiCorpVaultSecretsStoreConfiguration
_client: Optional[hvac.Client] = None
@property
def client(self) -> hvac.Client:
"""Initialize and return the HashiCorp Vault client.
Returns:
The HashiCorp Vault client.
"""
if self._client is None:
# Initialize the HashiCorp Vault client with the
# credentials from the configuration.
self._client = hvac.Client(
url=self.config.vault_addr,
token=self.config.vault_token.get_secret_value()
if self.config.vault_token
else None,
namespace=self.config.vault_namespace,
)
self._client.secrets.kv.v2.configure(
max_versions=self.config.max_versions,
)
if self.config.mount_point:
self._client.secrets.kv.v2.configure(
mount_point=self.config.mount_point,
)
return self._client
# ====================================
# Secrets Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the HashiCorp Vault secrets store."""
logger.debug("Initializing HashiCorpVaultSecretsStore")
# Initialize the HashiCorp Vault client early, just to catch any
# configuration or authentication errors early, before the Secrets
# Store is used.
_ = self.client
# ------
# Secrets
# ------
@staticmethod
def _validate_vault_secret_name(name: str) -> None:
"""Validate a secret name.
HashiCorp Vault secret names must contain only alphanumeric characters
and the characters _+=.@-/.
Args:
name: the secret name
Raises:
ValueError: if the secret name is invalid
"""
if not re.fullmatch(r"[a-zA-Z0-9_+=\.@\-/]*", name):
raise ValueError(
f"Invalid secret name or namespace '{name}'. Must contain "
f"only alphanumeric characters and the characters _+=.@-/."
)
@staticmethod
def _get_vault_secret_id(
secret_id: UUID,
) -> str:
"""Get the HashiCorp Vault secret ID corresponding to a ZenML secret ID.
The convention used for HashiCorp Vault secret names is to use the ZenML
secret UUID prefixed with `zenml` as the HashiCorp Vault secret name,
i.e. `zenml/<secret_uuid>`.
Args:
secret_id: The ZenML secret ID.
Returns:
The HashiCorp Vault secret name.
"""
return f"{HVAC_ZENML_SECRET_NAME_PREFIX}/{str(secret_id)}"
def _convert_vault_secret(
self,
vault_secret: Dict[str, Any],
) -> SecretResponseModel:
"""Create a ZenML secret model from data stored in an HashiCorp Vault secret.
If the HashiCorp Vault secret cannot be converted, the method acts as if
the secret does not exist and raises a KeyError.
Args:
vault_secret: The HashiCorp Vault secret in JSON form.
Returns:
The ZenML secret.
Raises:
KeyError: if the HashiCorp Vault secret cannot be converted.
"""
try:
metadata = vault_secret[ZENML_VAULT_SECRET_METADATA_KEY]
values = vault_secret[ZENML_VAULT_SECRET_VALUES_KEY]
created = datetime.fromisoformat(
vault_secret[ZENML_VAULT_SECRET_CREATED_KEY],
)
updated = datetime.fromisoformat(
vault_secret[ZENML_VAULT_SECRET_UPDATED_KEY],
)
except (KeyError, ValueError) as e:
raise KeyError(
f"Secret could not be retrieved: missing required metadata: {e}"
)
return self._create_secret_from_metadata(
metadata=metadata,
created=created,
updated=updated,
values=values,
)
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
self._validate_vault_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
vault_secret_id = self._get_vault_secret_id(secret_id)
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
created = datetime.utcnow()
try:
self.client.secrets.kv.v2.create_or_update_secret(
path=vault_secret_id,
# Store the ZenML secret metadata alongside the secret values
secret={
ZENML_VAULT_SECRET_VALUES_KEY: secret.secret_values,
ZENML_VAULT_SECRET_METADATA_KEY: metadata,
ZENML_VAULT_SECRET_CREATED_KEY: created.isoformat(),
ZENML_VAULT_SECRET_UPDATED_KEY: created.isoformat(),
},
# Do not allow overwriting an existing secret
cas=0,
)
except VaultError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created HashiCorp Vault secret: %s", vault_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
return secret_model
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
vault_secret_id = self._get_vault_secret_id(secret_id)
try:
vault_secret = (
self.client.secrets.kv.v2.read_secret(
path=vault_secret_id,
)
.get("data", {})
.get("data", {})
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} not found")
except VaultError as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_vault_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
return self._convert_vault_secret(
vault_secret,
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
# The HashiCorp Vault API does not natively support any of the
# filtering, sorting or pagination options that ZenML supports. The
# implementation of this method therefore has to fetch all secrets from
# the Key Vault, then apply the filtering, sorting and pagination on
# the client side.
results: List[SecretResponseModel] = []
try:
# List all ZenML secrets in the Vault
all_secrets = (
self.client.secrets.kv.v2.list_secrets(
path=HVAC_ZENML_SECRET_NAME_PREFIX
)
.get("data", {})
.get("keys", [])
)
except InvalidPath:
# no secrets created yet
pass
except VaultError as e:
raise RuntimeError(f"Error listing HashiCorp Vault secrets: {e}")
else:
# Convert the Vault secrets to ZenML secrets
for secret_uuid in all_secrets:
vault_secret_id = (
f"{HVAC_ZENML_SECRET_NAME_PREFIX}/{secret_uuid}"
)
try:
vault_secret = (
self.client.secrets.kv.v2.read_secret(
path=vault_secret_id
)
.get("data", {})
.get("data", {})
)
except (InvalidPath, VaultError) as e:
logging.warning(
f"Error fetching secret with ID {vault_secret_id}: {e}",
)
continue
try:
secret_model = self._convert_vault_secret(
vault_secret,
)
except KeyError as e:
# The _convert_vault_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists or if it is otherwise not valid. Here we
# pretend that the secret does not exist.
logging.warning(
f"Error fetching secret with ID {vault_secret_id}: {e}",
)
continue
# Filter the secret on the client side.
if not secret_filter_model.secret_matches(secret_model):
continue
# Remove the secret values from the response
secret_model.values = {}
results.append(secret_model)
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: If the secret does not exist.
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_vault_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
vault_secret_id = self._get_vault_secret_id(secret_id)
# Convert the ZenML secret metadata to HashiCorp Vault tags
metadata = self._get_secret_metadata_for_secret(secret)
updated = datetime.utcnow()
try:
self.client.secrets.kv.v2.create_or_update_secret(
path=vault_secret_id,
# Store the ZenML secret metadata alongside the secret values
secret={
ZENML_VAULT_SECRET_VALUES_KEY: secret.secret_values,
ZENML_VAULT_SECRET_METADATA_KEY: metadata,
ZENML_VAULT_SECRET_CREATED_KEY: secret.created.isoformat(),
ZENML_VAULT_SECRET_UPDATED_KEY: updated.isoformat(),
},
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} does not exist.")
except VaultError as e:
raise RuntimeError(f"Error updating secret {secret_id}: {e}")
logger.debug("Updated HashiCorp Vault secret: %s", vault_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
return secret_model
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
try:
self.client.secrets.kv.v2.delete_metadata_and_all_versions(
path=self._get_vault_secret_id(secret_id),
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} does not exist.")
except VaultError as e:
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
client: Client
property
readonly
Initialize and return the HashiCorp Vault client.
Returns:
| Type | Description |
|---|---|
Client |
The HashiCorp Vault client. |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
HashiCorp Vault secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
vault_addr |
str |
The url of the Vault server. If not set, the value will be loaded from the VAULT_ADDR environment variable, if configured. |
vault_token |
Optional[pydantic.types.SecretStr] |
The token used to authenticate with the Vault server. If not set, the token will be loaded from the VAULT_TOKEN environment variable or from the ~/.vault-token file, if configured. |
vault_namespace |
Optional[str] |
The Vault Enterprise namespace. |
mount_point |
Optional[str] |
The mount point to use for all secrets. |
max_versions |
int |
The maximum number of secret versions to keep. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
class HashiCorpVaultSecretsStoreConfiguration(SecretsStoreConfiguration):
"""HashiCorp Vault secrets store configuration.
Attributes:
type: The type of the store.
vault_addr: The url of the Vault server. If not set, the value will be
loaded from the VAULT_ADDR environment variable, if configured.
vault_token: The token used to authenticate with the Vault server. If
not set, the token will be loaded from the VAULT_TOKEN environment
variable or from the ~/.vault-token file, if configured.
vault_namespace: The Vault Enterprise namespace.
mount_point: The mount point to use for all secrets.
max_versions: The maximum number of secret versions to keep.
"""
type: SecretsStoreType = SecretsStoreType.HASHICORP
vault_addr: str
vault_token: Optional[SecretStr] = None
vault_namespace: Optional[str] = None
mount_point: Optional[str] = None
max_versions: int = 1
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a secret with the same name already exists in the same scope. |
RuntimeError |
If the HashiCorp Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists
in the same scope.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
self._validate_vault_secret_name(secret.name)
user, workspace = self._validate_user_and_workspace(
secret.user, secret.workspace
)
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
# Generate a new UUID for the secret
secret_id = uuid.uuid4()
vault_secret_id = self._get_vault_secret_id(secret_id)
metadata = self._get_secret_metadata_for_secret(
secret, secret_id=secret_id
)
created = datetime.utcnow()
try:
self.client.secrets.kv.v2.create_or_update_secret(
path=vault_secret_id,
# Store the ZenML secret metadata alongside the secret values
secret={
ZENML_VAULT_SECRET_VALUES_KEY: secret.secret_values,
ZENML_VAULT_SECRET_METADATA_KEY: metadata,
ZENML_VAULT_SECRET_CREATED_KEY: created.isoformat(),
ZENML_VAULT_SECRET_UPDATED_KEY: created.isoformat(),
},
# Do not allow overwriting an existing secret
cas=0,
)
except VaultError as e:
raise RuntimeError(f"Error creating secret: {e}")
logger.debug("Created HashiCorp Vault secret: %s", vault_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=workspace,
user=user,
values=secret.secret_values,
created=created,
updated=created,
)
return secret_model
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The id of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the HashiCorp Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
try:
self.client.secrets.kv.v2.delete_metadata_and_all_versions(
path=self._get_vault_secret_id(secret_id),
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} does not exist.")
except VaultError as e:
raise RuntimeError(
f"Error deleting secret with ID {secret_id}: {e}"
)
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
RuntimeError |
If the HashiCorp Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: If the secret does not exist.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
vault_secret_id = self._get_vault_secret_id(secret_id)
try:
vault_secret = (
self.client.secrets.kv.v2.read_secret(
path=vault_secret_id,
)
.get("data", {})
.get("data", {})
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} not found")
except VaultError as e:
raise RuntimeError(
f"Error fetching secret with ID {secret_id} {e}"
)
# The _convert_vault_secret method raises a KeyError if the
# secret is tied to a workspace or user that no longer exists. Here we
# simply pass the exception up the stack, as if the secret was not found
# in the first place, knowing that it will be cascade-deleted soon.
return self._convert_vault_secret(
vault_secret,
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the filter contains an out-of-bounds page number. |
RuntimeError |
If the HashiCorp Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
Raises:
ValueError: If the filter contains an out-of-bounds page number.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
# The HashiCorp Vault API does not natively support any of the
# filtering, sorting or pagination options that ZenML supports. The
# implementation of this method therefore has to fetch all secrets from
# the Key Vault, then apply the filtering, sorting and pagination on
# the client side.
results: List[SecretResponseModel] = []
try:
# List all ZenML secrets in the Vault
all_secrets = (
self.client.secrets.kv.v2.list_secrets(
path=HVAC_ZENML_SECRET_NAME_PREFIX
)
.get("data", {})
.get("keys", [])
)
except InvalidPath:
# no secrets created yet
pass
except VaultError as e:
raise RuntimeError(f"Error listing HashiCorp Vault secrets: {e}")
else:
# Convert the Vault secrets to ZenML secrets
for secret_uuid in all_secrets:
vault_secret_id = (
f"{HVAC_ZENML_SECRET_NAME_PREFIX}/{secret_uuid}"
)
try:
vault_secret = (
self.client.secrets.kv.v2.read_secret(
path=vault_secret_id
)
.get("data", {})
.get("data", {})
)
except (InvalidPath, VaultError) as e:
logging.warning(
f"Error fetching secret with ID {vault_secret_id}: {e}",
)
continue
try:
secret_model = self._convert_vault_secret(
vault_secret,
)
except KeyError as e:
# The _convert_vault_secret method raises a KeyError
# if the secret is tied to a workspace or user that no
# longer exists or if it is otherwise not valid. Here we
# pretend that the secret does not exist.
logging.warning(
f"Error fetching secret with ID {vault_secret_id}: {e}",
)
continue
# Filter the secret on the client side.
if not secret_filter_model.secret_matches(secret_model):
continue
# Remove the secret values from the response
secret_model.values = {}
results.append(secret_model)
# Sort the results
sorted_results = secret_filter_model.sort_secrets(results)
# Paginate the results
total = len(sorted_results)
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / secret_filter_model.size)
if secret_filter_model.page > total_pages:
raise ValueError(
f"Invalid page {secret_filter_model.page}. The requested page "
f"size is {secret_filter_model.size} and there are a total of "
f"{total} items for this query. The maximum page value "
f"therefore is {total_pages}."
)
return Page(
total=total,
total_pages=total_pages,
items=sorted_results[
(secret_filter_model.page - 1)
* secret_filter_model.size : secret_filter_model.page
* secret_filter_model.size
],
index=secret_filter_model.page,
max_size=secret_filter_model.size,
)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the secret does not exist. |
EntityExistsError |
If the update includes a change of name or scope and a secret with the same name already exists in the same scope. |
RuntimeError |
If the HashiCorp Vault API returns an unexpected error. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: If the secret does not exist.
EntityExistsError: If the update includes a change of name or
scope and a secret with the same name already exists in the
same scope.
RuntimeError: If the HashiCorp Vault API returns an unexpected
error.
"""
secret = self.get_secret(secret_id)
# Prevent changes to the secret's user or workspace
assert secret.user is not None
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=secret.user.id,
current_workspace=secret.workspace.id,
)
if secret_update.name is not None:
self._validate_vault_secret_name(secret_update.name)
secret.name = secret_update.name
if secret_update.scope is not None:
secret.scope = secret_update.scope
if secret_update.values is not None:
# Merge the existing values with the update values.
# The values that are set to `None` in the update are removed from
# the existing secret when we call `.secret_values` later.
secret.values.update(secret_update.values)
if secret_update.name is not None or secret_update.scope is not None:
# Check if a secret with the same name already exists in the same
# scope.
assert secret.user is not None
secret_exists, msg = self._check_secret_scope(
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace.id,
user=secret.user.id,
exclude_secret_id=secret.id,
)
if secret_exists:
raise EntityExistsError(msg)
vault_secret_id = self._get_vault_secret_id(secret_id)
# Convert the ZenML secret metadata to HashiCorp Vault tags
metadata = self._get_secret_metadata_for_secret(secret)
updated = datetime.utcnow()
try:
self.client.secrets.kv.v2.create_or_update_secret(
path=vault_secret_id,
# Store the ZenML secret metadata alongside the secret values
secret={
ZENML_VAULT_SECRET_VALUES_KEY: secret.secret_values,
ZENML_VAULT_SECRET_METADATA_KEY: metadata,
ZENML_VAULT_SECRET_CREATED_KEY: secret.created.isoformat(),
ZENML_VAULT_SECRET_UPDATED_KEY: updated.isoformat(),
},
)
except InvalidPath:
raise KeyError(f"Secret with ID {secret_id} does not exist.")
except VaultError as e:
raise RuntimeError(f"Error updating secret {secret_id}: {e}")
logger.debug("Updated HashiCorp Vault secret: %s", vault_secret_id)
secret_model = SecretResponseModel(
id=secret_id,
name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
values=secret.secret_values,
created=secret.created,
updated=updated,
)
return secret_model
HashiCorpVaultSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
HashiCorp Vault secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
vault_addr |
str |
The url of the Vault server. If not set, the value will be loaded from the VAULT_ADDR environment variable, if configured. |
vault_token |
Optional[pydantic.types.SecretStr] |
The token used to authenticate with the Vault server. If not set, the token will be loaded from the VAULT_TOKEN environment variable or from the ~/.vault-token file, if configured. |
vault_namespace |
Optional[str] |
The Vault Enterprise namespace. |
mount_point |
Optional[str] |
The mount point to use for all secrets. |
max_versions |
int |
The maximum number of secret versions to keep. |
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
class HashiCorpVaultSecretsStoreConfiguration(SecretsStoreConfiguration):
"""HashiCorp Vault secrets store configuration.
Attributes:
type: The type of the store.
vault_addr: The url of the Vault server. If not set, the value will be
loaded from the VAULT_ADDR environment variable, if configured.
vault_token: The token used to authenticate with the Vault server. If
not set, the token will be loaded from the VAULT_TOKEN environment
variable or from the ~/.vault-token file, if configured.
vault_namespace: The Vault Enterprise namespace.
mount_point: The mount point to use for all secrets.
max_versions: The maximum number of secret versions to keep.
"""
type: SecretsStoreType = SecretsStoreType.HASHICORP
vault_addr: str
vault_token: Optional[SecretStr] = None
vault_namespace: Optional[str] = None
mount_point: Optional[str] = None
max_versions: int = 1
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/hashicorp_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Forbid extra attributes set in the class.
extra = "forbid"
rest_secrets_store
REST Secrets Store implementation.
RestSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the REST ZenML store as a backend.
This secrets store piggybacks on the REST ZenML store. It uses the same REST client configuration as the REST ZenML store.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the REST secrets store. |
|
TYPE |
The type of the store. |
|
CONFIG_TYPE |
The type of the store configuration. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
class RestSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the REST ZenML store as a backend.
This secrets store piggybacks on the REST ZenML store. It uses the same
REST client configuration as the REST ZenML store.
Attributes:
config: The configuration of the REST secrets store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
"""
config: RestSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.REST
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = RestSecretsStoreConfiguration
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize the REST secrets store.
Args:
zen_store: The ZenML store that owns this REST secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
IllegalOperationError: If the ZenML store to which this secrets
store belongs is not a REST ZenML store.
"""
from zenml.zen_stores.rest_zen_store import RestZenStore
if not isinstance(zen_store, RestZenStore):
raise IllegalOperationError(
"The REST secrets store can only be used with the REST ZenML "
"store."
)
super().__init__(zen_store, **kwargs)
@property
def zen_store(self) -> "RestZenStore":
"""The ZenML store that this REST secrets store is using as a back-end.
Returns:
The ZenML store that this REST secrets store is using as a back-end.
Raises:
ValueError: If the store is not initialized.
"""
from zenml.zen_stores.rest_zen_store import RestZenStore
if not self._zen_store:
raise ValueError("Store not initialized")
assert isinstance(self._zen_store, RestZenStore)
return self._zen_store
# ====================================
# Secrets Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the secrets REST store."""
logger.debug("Initializing RestSecretsStore")
# Nothing else to do here, the REST ZenML store back-end is already
# initialized
# ------
# Secrets
# ------
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
"""
return self.zen_store._create_workspace_scoped_resource(
resource=secret,
route=SECRETS,
response_model=SecretResponseModel,
)
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
"""
return self.zen_store._get_resource(
resource_id=secret_id,
route=SECRETS,
response_model=SecretResponseModel,
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
return self.zen_store._list_paginated_resources(
route=SECRETS,
response_model=SecretResponseModel,
filter_model=secret_filter_model,
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
"""
return self.zen_store._update_resource(
resource_id=secret_id,
resource_update=secret_update,
route=SECRETS,
response_model=SecretResponseModel,
# The default endpoint behavior is to replace all secret values
# with the values in the update. We want to merge the values
# instead.
params=dict(patch_values=True),
)
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
"""
self.zen_store._delete_resource(
resource_id=secret_id,
route=SECRETS,
)
zen_store: RestZenStore
property
readonly
The ZenML store that this REST secrets store is using as a back-end.
Returns:
| Type | Description |
|---|---|
RestZenStore |
The ZenML store that this REST secrets store is using as a back-end. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the store is not initialized. |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
REST secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
class RestSecretsStoreConfiguration(SecretsStoreConfiguration):
"""REST secrets store configuration.
Attributes:
type: The type of the store.
"""
type: SecretsStoreType = SecretsStoreType.REST
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
__init__(self, zen_store, **kwargs)
special
Create and initialize the REST secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
zen_store |
BaseZenStore |
The ZenML store that owns this REST secrets store. |
required |
**kwargs |
Any |
Additional keyword arguments to pass to the Pydantic constructor. |
{} |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the ZenML store to which this secrets store belongs is not a REST ZenML store. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize the REST secrets store.
Args:
zen_store: The ZenML store that owns this REST secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
IllegalOperationError: If the ZenML store to which this secrets
store belongs is not a REST ZenML store.
"""
from zenml.zen_stores.rest_zen_store import RestZenStore
if not isinstance(zen_store, RestZenStore):
raise IllegalOperationError(
"The REST secrets store can only be used with the REST ZenML "
"store."
)
super().__init__(zen_store, **kwargs)
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
"""
return self.zen_store._create_workspace_scoped_resource(
resource=secret,
route=SECRETS,
response_model=SecretResponseModel,
)
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The id of the secret to delete. |
required |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
"""
self.zen_store._delete_resource(
resource_id=secret_id,
route=SECRETS,
)
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
"""
return self.zen_store._get_resource(
resource_id=secret_id,
route=SECRETS,
response_model=SecretResponseModel,
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
return self.zen_store._list_paginated_resources(
route=SECRETS,
response_model=SecretResponseModel,
filter_model=secret_filter_model,
)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
"""
return self.zen_store._update_resource(
resource_id=secret_id,
resource_update=secret_update,
route=SECRETS,
response_model=SecretResponseModel,
# The default endpoint behavior is to replace all secret values
# with the values in the update. We want to merge the values
# instead.
params=dict(patch_values=True),
)
RestSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
REST secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
class RestSecretsStoreConfiguration(SecretsStoreConfiguration):
"""REST secrets store configuration.
Attributes:
type: The type of the store.
"""
type: SecretsStoreType = SecretsStoreType.REST
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/rest_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
secrets_store_interface
ZenML secrets store interface.
SecretsStoreInterface (ABC)
ZenML secrets store interface.
All ZenML secrets stores must implement the methods in this interface.
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
class SecretsStoreInterface(ABC):
"""ZenML secrets store interface.
All ZenML secrets stores must implement the methods in this interface.
"""
# ---------------------------------
# Initialization and configuration
# ---------------------------------
@abstractmethod
def _initialize(self) -> None:
"""Initialize the secrets store.
This method is called immediately after the secrets store is created.
It should be used to set up the backend (database, connection etc.).
"""
# ---------
# Secrets
# ---------
@abstractmethod
def create_secret(
self,
secret: SecretRequestModel,
) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
KeyError: if the user or workspace does not exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
@abstractmethod
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret with a given name.
Args:
secret_id: ID of the secret.
Returns:
The secret.
Raises:
KeyError: if the secret does not exist.
"""
@abstractmethod
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
@abstractmethod
def update_secret(
self,
secret_id: UUID,
secret_update: SecretUpdateModel,
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: if the secret doesn't exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
@abstractmethod
def delete_secret(self, secret_id: UUID) -> None:
"""Deletes a secret.
Args:
secret_id: The ID of the secret to delete.
Raises:
KeyError: if the secret doesn't exist.
"""
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the user or workspace does not exist. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
ValueError |
if the secret is invalid. |
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
@abstractmethod
def create_secret(
self,
secret: SecretRequestModel,
) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
KeyError: if the user or workspace does not exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
delete_secret(self, secret_id)
Deletes a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
@abstractmethod
def delete_secret(self, secret_id: UUID) -> None:
"""Deletes a secret.
Args:
secret_id: The ID of the secret to delete.
Raises:
KeyError: if the secret doesn't exist.
"""
get_secret(self, secret_id)
Get a secret with a given name.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
ID of the secret. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret does not exist. |
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
@abstractmethod
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret with a given name.
Args:
secret_id: ID of the secret.
Returns:
The secret.
Raises:
KeyError: if the secret does not exist.
"""
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
@abstractmethod
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
ValueError |
if the secret is invalid. |
Source code in zenml/zen_stores/secrets_stores/secrets_store_interface.py
@abstractmethod
def update_secret(
self,
secret_id: UUID,
secret_update: SecretUpdateModel,
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: if the secret doesn't exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
ValueError: if the secret is invalid.
"""
sql_secrets_store
SQL Secrets Store implementation.
SqlSecretsStore (BaseSecretsStore)
pydantic-model
Secrets store implementation that uses the SQL ZenML store as a backend.
This secrets store piggybacks on the SQL ZenML store. It uses the same database and configuration as the SQL ZenML store.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
The configuration of the SQL secrets store. |
|
TYPE |
The type of the store. |
|
CONFIG_TYPE |
The type of the store configuration. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
class SqlSecretsStore(BaseSecretsStore):
"""Secrets store implementation that uses the SQL ZenML store as a backend.
This secrets store piggybacks on the SQL ZenML store. It uses the same
database and configuration as the SQL ZenML store.
Attributes:
config: The configuration of the SQL secrets store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
"""
config: SqlSecretsStoreConfiguration
TYPE: ClassVar[SecretsStoreType] = SecretsStoreType.SQL
CONFIG_TYPE: ClassVar[
Type[SecretsStoreConfiguration]
] = SqlSecretsStoreConfiguration
_encryption_engine: Optional[AesGcmEngine] = None
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize the SQL secrets store.
Args:
zen_store: The ZenML store that owns this SQL secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
IllegalOperationError: If the ZenML store to which this secrets
store belongs is not a SQL ZenML store.
"""
from zenml.zen_stores.sql_zen_store import SqlZenStore
if not isinstance(zen_store, SqlZenStore):
raise IllegalOperationError(
"The SQL secrets store can only be used with the SQL ZenML "
"store."
)
super().__init__(zen_store, **kwargs)
@property
def engine(self) -> Engine:
"""The SQLAlchemy engine.
Returns:
The SQLAlchemy engine.
"""
return self.zen_store.engine
@property
def zen_store(self) -> "SqlZenStore":
"""The ZenML store that this SQL secrets store is using as a back-end.
Returns:
The ZenML store that this SQL secrets store is using as a back-end.
Raises:
ValueError: If the store is not initialized.
"""
from zenml.zen_stores.sql_zen_store import SqlZenStore
if not self._zen_store:
raise ValueError("Store not initialized")
assert isinstance(self._zen_store, SqlZenStore)
return self._zen_store
# ====================================
# Secrets Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the secrets SQL store."""
logger.debug("Initializing SqlSecretsStore")
# Initialize the encryption engine
if self.config.encryption_key:
self._encryption_engine = AesGcmEngine()
self._encryption_engine._update_key(self.config.encryption_key)
# Nothing else to do here, the SQL ZenML store back-end is already
# initialized
# ------
# Secrets
# ------
def _check_sql_secret_scope(
self,
session: Session,
secret_name: str,
scope: SecretScope,
workspace: UUID,
user: UUID,
exclude_secret_id: Optional[UUID] = None,
) -> Tuple[bool, str]:
"""Checks if a secret with the given name already exists in the given scope.
This method enforces the following scope rules:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
session: The SQLAlchemy session.
secret_name: The name of the secret.
scope: The scope of the secret.
workspace: The ID of the workspace to which the secret belongs.
user: The ID of the user to which the secret belongs.
exclude_secret_id: The ID of a secret to exclude from the check
(used e.g. during an update to exclude the existing secret).
Returns:
True if a secret with the given name already exists in the given
scope, False otherwise, and an error message.
"""
scope_filter = (
select(SecretSchema)
.where(SecretSchema.name == secret_name)
.where(SecretSchema.scope == scope.value)
)
if scope in [SecretScope.WORKSPACE, SecretScope.USER]:
scope_filter = scope_filter.where(
SecretSchema.workspace_id == workspace
)
if scope == SecretScope.USER:
scope_filter = scope_filter.where(SecretSchema.user_id == user)
if exclude_secret_id is not None:
scope_filter = scope_filter.where(
SecretSchema.id != exclude_secret_id
)
existing_secret = session.exec(scope_filter).first()
if existing_secret is not None:
existing_secret_model = existing_secret.to_model(
encryption_engine=self._encryption_engine
)
msg = (
f"Found an existing {scope.value} scoped secret with the "
f"same '{secret_name}' name"
)
if scope in [SecretScope.WORKSPACE, SecretScope.USER]:
msg += (
f" in the same '{existing_secret_model.workspace.name}' "
f"workspace"
)
if scope == SecretScope.USER:
assert existing_secret_model.user
msg += (
f" for the same '{existing_secret_model.user.name}' user"
)
return True, msg
return False, ""
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists in
the same scope.
"""
with Session(self.engine) as session:
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_sql_secret_scope(
session=session,
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
new_secret = SecretSchema.from_request(
secret, encryption_engine=self._encryption_engine
)
session.add(new_secret)
session.commit()
return new_secret.to_model(
encryption_engine=self._encryption_engine
)
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: if the secret doesn't exist.
"""
with Session(self.engine) as session:
secret_in_db = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).first()
if secret_in_db is None:
raise KeyError(f"Secret with ID {secret_id} not found.")
return secret_in_db.to_model(
encryption_engine=self._encryption_engine
)
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
with Session(self.engine) as session:
query = select(SecretSchema)
return self.zen_store.filter_and_paginate(
session=session,
query=query,
table=SecretSchema,
filter_model=secret_filter_model,
custom_schema_to_model_conversion=lambda secret: secret.to_model(
include_values=False
),
)
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: if the secret doesn't exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
"""
with Session(self.engine) as session:
existing_secret = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).first()
if not existing_secret:
raise KeyError(f"Secret with ID {secret_id} not found.")
# Prevent changes to the secret's user or workspace
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=existing_secret.user.id,
current_workspace=existing_secret.workspace.id,
)
# A change in name or scope requires a check of the scoping rules.
if (
secret_update.name is not None
and existing_secret.name != secret_update.name
or secret_update.scope is not None
and existing_secret.scope != secret_update.scope
):
secret_exists, msg = self._check_sql_secret_scope(
session=session,
secret_name=secret_update.name or existing_secret.name,
scope=secret_update.scope
or SecretScope(existing_secret.scope),
workspace=secret_update.workspace
or existing_secret.workspace.id,
user=secret_update.user or existing_secret.user.id,
exclude_secret_id=secret_id,
)
if secret_exists:
raise EntityExistsError(msg)
existing_secret.update(
secret_update=secret_update,
encryption_engine=self._encryption_engine,
)
session.add(existing_secret)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_secret)
return existing_secret.to_model(
encryption_engine=self._encryption_engine
)
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: if the secret doesn't exist.
"""
with Session(self.engine) as session:
try:
secret_in_db = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).one()
session.delete(secret_in_db)
session.commit()
except NoResultFound:
raise KeyError(f"Secret with ID {secret_id} not found.")
engine: Engine
property
readonly
The SQLAlchemy engine.
Returns:
| Type | Description |
|---|---|
Engine |
The SQLAlchemy engine. |
zen_store: SqlZenStore
property
readonly
The ZenML store that this SQL secrets store is using as a back-end.
Returns:
| Type | Description |
|---|---|
SqlZenStore |
The ZenML store that this SQL secrets store is using as a back-end. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the store is not initialized. |
CONFIG_TYPE (SecretsStoreConfiguration)
pydantic-model
SQL secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
encryption_key |
Optional[str] |
The encryption key to use for the SQL secrets store. If not set, the passwords will not be encrypted in the database. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
class SqlSecretsStoreConfiguration(SecretsStoreConfiguration):
"""SQL secrets store configuration.
Attributes:
type: The type of the store.
encryption_key: The encryption key to use for the SQL secrets store.
If not set, the passwords will not be encrypted in the database.
"""
type: SecretsStoreType = SecretsStoreType.SQL
encryption_key: Optional[str] = None
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
__init__(self, zen_store, **kwargs)
special
Create and initialize the SQL secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
zen_store |
BaseZenStore |
The ZenML store that owns this SQL secrets store. |
required |
**kwargs |
Any |
Additional keyword arguments to pass to the Pydantic constructor. |
{} |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the ZenML store to which this secrets store belongs is not a SQL ZenML store. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
def __init__(
self,
zen_store: "BaseZenStore",
**kwargs: Any,
) -> None:
"""Create and initialize the SQL secrets store.
Args:
zen_store: The ZenML store that owns this SQL secrets store.
**kwargs: Additional keyword arguments to pass to the Pydantic
constructor.
Raises:
IllegalOperationError: If the ZenML store to which this secrets
store belongs is not a SQL ZenML store.
"""
from zenml.zen_stores.sql_zen_store import SqlZenStore
if not isinstance(zen_store, SqlZenStore):
raise IllegalOperationError(
"The SQL secrets store can only be used with the SQL ZenML "
"store."
)
super().__init__(zen_store, **kwargs)
create_secret(self, secret)
Creates a new secret.
The new secret is also validated against the scoping rules enforced in the secrets store:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret |
SecretRequestModel |
The secret to create. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The newly created secret. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a secret with the same name already exists in the same scope. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
@track_decorator(AnalyticsEvent.CREATED_SECRET)
def create_secret(self, secret: SecretRequestModel) -> SecretResponseModel:
"""Creates a new secret.
The new secret is also validated against the scoping rules enforced in
the secrets store:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret: The secret to create.
Returns:
The newly created secret.
Raises:
EntityExistsError: If a secret with the same name already exists in
the same scope.
"""
with Session(self.engine) as session:
# Check if a secret with the same name already exists in the same
# scope.
secret_exists, msg = self._check_sql_secret_scope(
session=session,
secret_name=secret.name,
scope=secret.scope,
workspace=secret.workspace,
user=secret.user,
)
if secret_exists:
raise EntityExistsError(msg)
new_secret = SecretSchema.from_request(
secret, encryption_engine=self._encryption_engine
)
session.add(new_secret)
session.commit()
return new_secret.to_model(
encryption_engine=self._encryption_engine
)
delete_secret(self, secret_id)
Delete a secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The id of the secret to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
def delete_secret(self, secret_id: UUID) -> None:
"""Delete a secret.
Args:
secret_id: The id of the secret to delete.
Raises:
KeyError: if the secret doesn't exist.
"""
with Session(self.engine) as session:
try:
secret_in_db = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).one()
session.delete(secret_in_db)
session.commit()
except NoResultFound:
raise KeyError(f"Secret with ID {secret_id} not found.")
get_secret(self, secret_id)
Get a secret by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to fetch. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
def get_secret(self, secret_id: UUID) -> SecretResponseModel:
"""Get a secret by ID.
Args:
secret_id: The ID of the secret to fetch.
Returns:
The secret.
Raises:
KeyError: if the secret doesn't exist.
"""
with Session(self.engine) as session:
secret_in_db = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).first()
if secret_in_db is None:
raise KeyError(f"Secret with ID {secret_id} not found.")
return secret_in_db.to_model(
encryption_engine=self._encryption_engine
)
list_secrets(self, secret_filter_model)
List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use get_secret.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_filter_model |
SecretFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[SecretResponseModel] |
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
def list_secrets(
self, secret_filter_model: SecretFilterModel
) -> Page[SecretResponseModel]:
"""List all secrets matching the given filter criteria.
Note that returned secrets do not include any secret values. To fetch
the secret values, use `get_secret`.
Args:
secret_filter_model: All filter parameters including pagination
params.
Returns:
A list of all secrets matching the filter criteria, with pagination
information and sorted according to the filter criteria. The
returned secrets do not include any secret values, only metadata. To
fetch the secret values, use `get_secret` individually with each
secret.
"""
with Session(self.engine) as session:
query = select(SecretSchema)
return self.zen_store.filter_and_paginate(
session=session,
query=query,
table=SecretSchema,
filter_model=secret_filter_model,
custom_schema_to_model_conversion=lambda secret: secret.to_model(
include_values=False
),
)
update_secret(self, secret_id, secret_update)
Updates a secret.
Secret values that are specified as None in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist in the target workspace.
- only one user-scoped secret with the given name can exist in the target workspace for the target user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secret_id |
UUID |
The ID of the secret to be updated. |
required |
secret_update |
SecretUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
SecretResponseModel |
The updated secret. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the secret doesn't exist. |
EntityExistsError |
If a secret with the same name already exists in the same scope. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
def update_secret(
self, secret_id: UUID, secret_update: SecretUpdateModel
) -> SecretResponseModel:
"""Updates a secret.
Secret values that are specified as `None` in the update that are
present in the existing secret are removed from the existing secret.
Values that are present in both secrets are overwritten. All other
values in both the existing secret and the update are kept (merged).
If the update includes a change of name or scope, the scoping rules
enforced in the secrets store are used to validate the update:
- only one workspace-scoped secret with the given name can exist
in the target workspace.
- only one user-scoped secret with the given name can exist in the
target workspace for the target user.
Args:
secret_id: The ID of the secret to be updated.
secret_update: The update to be applied.
Returns:
The updated secret.
Raises:
KeyError: if the secret doesn't exist.
EntityExistsError: If a secret with the same name already exists in
the same scope.
"""
with Session(self.engine) as session:
existing_secret = session.exec(
select(SecretSchema).where(SecretSchema.id == secret_id)
).first()
if not existing_secret:
raise KeyError(f"Secret with ID {secret_id} not found.")
# Prevent changes to the secret's user or workspace
self._validate_user_and_workspace_update(
secret_update=secret_update,
current_user=existing_secret.user.id,
current_workspace=existing_secret.workspace.id,
)
# A change in name or scope requires a check of the scoping rules.
if (
secret_update.name is not None
and existing_secret.name != secret_update.name
or secret_update.scope is not None
and existing_secret.scope != secret_update.scope
):
secret_exists, msg = self._check_sql_secret_scope(
session=session,
secret_name=secret_update.name or existing_secret.name,
scope=secret_update.scope
or SecretScope(existing_secret.scope),
workspace=secret_update.workspace
or existing_secret.workspace.id,
user=secret_update.user or existing_secret.user.id,
exclude_secret_id=secret_id,
)
if secret_exists:
raise EntityExistsError(msg)
existing_secret.update(
secret_update=secret_update,
encryption_engine=self._encryption_engine,
)
session.add(existing_secret)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_secret)
return existing_secret.to_model(
encryption_engine=self._encryption_engine
)
SqlSecretsStoreConfiguration (SecretsStoreConfiguration)
pydantic-model
SQL secrets store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
SecretsStoreType |
The type of the store. |
encryption_key |
Optional[str] |
The encryption key to use for the SQL secrets store. If not set, the passwords will not be encrypted in the database. |
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
class SqlSecretsStoreConfiguration(SecretsStoreConfiguration):
"""SQL secrets store configuration.
Attributes:
type: The type of the store.
encryption_key: The encryption key to use for the SQL secrets store.
If not set, the passwords will not be encrypted in the database.
"""
type: SecretsStoreType = SecretsStoreType.SQL
encryption_key: Optional[str] = None
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/secrets_stores/sql_secrets_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
sql_zen_store
SQL Zen Store implementation.
SQLDatabaseDriver (StrEnum)
SQL database drivers supported by the SQL ZenML store.
Source code in zenml/zen_stores/sql_zen_store.py
class SQLDatabaseDriver(StrEnum):
"""SQL database drivers supported by the SQL ZenML store."""
MYSQL = "mysql"
SQLITE = "sqlite"
SqlZenStore (BaseZenStore)
pydantic-model
Store Implementation that uses SQL database backend.
Attributes:
| Name | Type | Description |
|---|---|---|
config |
SqlZenStoreConfiguration |
The configuration of the SQL ZenML store. |
skip_migrations |
bool |
Whether to skip migrations when initializing the store. |
TYPE |
ClassVar[zenml.enums.StoreType] |
The type of the store. |
CONFIG_TYPE |
ClassVar[Type[zenml.config.store_config.StoreConfiguration]] |
The type of the store configuration. |
_engine |
Optional[sqlalchemy.engine.base.Engine] |
The SQLAlchemy engine. |
Source code in zenml/zen_stores/sql_zen_store.py
class SqlZenStore(BaseZenStore):
"""Store Implementation that uses SQL database backend.
Attributes:
config: The configuration of the SQL ZenML store.
skip_migrations: Whether to skip migrations when initializing the store.
TYPE: The type of the store.
CONFIG_TYPE: The type of the store configuration.
_engine: The SQLAlchemy engine.
"""
config: SqlZenStoreConfiguration
skip_migrations: bool = False
TYPE: ClassVar[StoreType] = StoreType.SQL
CONFIG_TYPE: ClassVar[Type[StoreConfiguration]] = SqlZenStoreConfiguration
_engine: Optional[Engine] = None
_alembic: Optional[Alembic] = None
@property
def engine(self) -> Engine:
"""The SQLAlchemy engine.
Returns:
The SQLAlchemy engine.
Raises:
ValueError: If the store is not initialized.
"""
if not self._engine:
raise ValueError("Store not initialized")
return self._engine
@property
def alembic(self) -> Alembic:
"""The Alembic wrapper.
Returns:
The Alembic wrapper.
Raises:
ValueError: If the store is not initialized.
"""
if not self._alembic:
raise ValueError("Store not initialized")
return self._alembic
@classmethod
def filter_and_paginate(
cls,
session: Session,
query: Union[Select[AnySchema], SelectOfScalar[AnySchema]],
table: Type[AnySchema],
filter_model: BaseFilterModel,
custom_schema_to_model_conversion: Optional[
Callable[[AnySchema], B]
] = None,
custom_fetch: Optional[
Callable[
[
Session,
Union[Select[AnySchema], SelectOfScalar[AnySchema]],
BaseFilterModel,
],
List[AnySchema],
]
] = None,
) -> Page[B]:
"""Given a query, return a Page instance with a list of filtered Models.
Args:
session: The SQLModel Session
query: The query to execute
table: The table to select from
filter_model: The filter to use, including pagination and sorting
custom_schema_to_model_conversion: Callable to convert the schema
into a model. This is used if the Model contains additional
data that is not explicitly stored as a field or relationship
on the model.
custom_fetch: Custom callable to use to fetch items from the
database for a given query. This is used if the items fetched
from the database need to be processed differently (e.g. to
perform additional filtering). The callable should take a
`Session`, a `Select` query and a `BaseFilterModel` filter as
arguments and return a `List` of items.
Returns:
The Domain Model representation of the DB resource
Raises:
ValueError: if the filtered page number is out of bounds.
RuntimeError: if the schema does not have a `to_model` method.
"""
query = filter_model.apply_filter(query=query, table=table)
# Get the total amount of items in the database for a given query
if custom_fetch:
total = len(custom_fetch(session, query, filter_model))
else:
total = session.scalar(
select([func.count("*")]).select_from(
query.options(noload("*")).subquery()
)
)
# Sorting
column, operand = filter_model.sorting_params
if operand == SorterOps.DESCENDING:
query = query.order_by(desc(getattr(table, column)))
else:
query = query.order_by(asc(getattr(table, column)))
# Get the total amount of pages in the database for a given query
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / filter_model.size)
if filter_model.page > total_pages:
raise ValueError(
f"Invalid page {filter_model.page}. The requested page size is "
f"{filter_model.size} and there are a total of {total} items "
f"for this query. The maximum page value therefore is "
f"{total_pages}."
)
# Get a page of the actual data
item_schemas: List[AnySchema]
if custom_fetch:
item_schemas = custom_fetch(session, query, filter_model)
# select the items in the current page
item_schemas = item_schemas[
filter_model.offset : filter_model.offset + filter_model.size
]
else:
item_schemas = (
session.exec(
query.limit(filter_model.size).offset(filter_model.offset)
)
.unique()
.all()
)
# Convert this page of items from schemas to models.
items: List[B] = []
for schema in item_schemas:
# If a custom conversion function is provided, use it.
if custom_schema_to_model_conversion:
items.append(custom_schema_to_model_conversion(schema))
continue
# Otherwise, try to use the `to_model` method of the schema.
to_model = getattr(schema, "to_model", None)
if callable(to_model):
items.append(to_model())
continue
# If neither of the above work, raise an error.
raise RuntimeError(
f"Cannot convert schema `{schema.__class__.__name__}` to model "
"since it does not have a `to_model` method."
)
return Page(
total=total,
total_pages=total_pages,
items=items,
index=filter_model.page,
max_size=filter_model.size,
)
# ====================================
# ZenML Store interface implementation
# ====================================
# --------------------------------
# Initialization and configuration
# --------------------------------
def _initialize(self) -> None:
"""Initialize the SQL store.
Raises:
OperationalError: If connecting to the database failed.
"""
logger.debug("Initializing SqlZenStore at %s", self.config.url)
url, connect_args, engine_args = self.config.get_sqlmodel_config()
self._engine = create_engine(
url=url, connect_args=connect_args, **engine_args
)
# SQLite: As long as the parent directory exists, SQLAlchemy will
# automatically create the database.
if (
self.config.driver == SQLDatabaseDriver.SQLITE
and self.config.database
and not fileio.exists(self.config.database)
):
fileio.makedirs(os.path.dirname(self.config.database))
# MySQL: We might need to create the database manually.
# To do so, we create a new engine that connects to the `mysql` database
# and then create the desired database.
# See https://stackoverflow.com/a/8977109
if (
self.config.driver == SQLDatabaseDriver.MYSQL
and self.config.database
):
try:
self._engine.connect()
except OperationalError as e:
logger.debug(
"Failed to connect to mysql database `%s`.",
self._engine.url.database,
)
if _is_mysql_missing_database_error(e):
self._create_mysql_database(
url=self._engine.url,
connect_args=connect_args,
engine_args=engine_args,
)
else:
raise
self._alembic = Alembic(self.engine)
if (
not self.skip_migrations
and ENV_ZENML_DISABLE_DATABASE_MIGRATION not in os.environ
):
self.migrate_database()
def _create_mysql_database(
self,
url: URL,
connect_args: Dict[str, Any],
engine_args: Dict[str, Any],
) -> None:
"""Creates a mysql database.
Args:
url: The URL of the database to create.
connect_args: Connect arguments for the SQLAlchemy engine.
engine_args: Additional initialization arguments for the SQLAlchemy
engine
"""
logger.info("Trying to create database %s.", url.database)
master_url = url._replace(database=None)
master_engine = create_engine(
url=master_url, connect_args=connect_args, **engine_args
)
query = f"CREATE DATABASE IF NOT EXISTS {self.config.database}"
try:
connection = master_engine.connect()
connection.execute(text(query))
finally:
connection.close()
def migrate_database(self) -> None:
"""Migrate the database to the head as defined by the python package."""
alembic_logger = logging.getLogger("alembic")
# remove all existing handlers
while len(alembic_logger.handlers):
alembic_logger.removeHandler(alembic_logger.handlers[0])
logging_level = get_logging_level()
# suppress alembic info logging if the zenml logging level is not debug
if logging_level == LoggingLevels.DEBUG:
alembic_logger.setLevel(logging.DEBUG)
else:
alembic_logger.setLevel(logging.WARNING)
alembic_logger.addHandler(get_console_handler())
# We need to account for 3 distinct cases here:
# 1. the database is completely empty (not initialized)
# 2. the database is not empty, but has never been migrated with alembic
# before (i.e. was created with SQLModel back when alembic wasn't
# used)
# 3. the database is not empty and has been migrated with alembic before
revisions = self.alembic.current_revisions()
if len(revisions) >= 1:
if len(revisions) > 1:
logger.warning(
"The ZenML database has more than one migration head "
"revision. This is not expected and might indicate a "
"database migration problem. Please raise an issue on "
"GitHub if you encounter this."
)
# Case 3: the database has been migrated with alembic before. Just
# upgrade to the latest revision.
self.alembic.upgrade()
else:
if self.alembic.db_is_empty():
# Case 1: the database is empty. We can just create the
# tables from scratch with alembic.
self.alembic.upgrade()
else:
# Case 2: the database is not empty, but has never been
# migrated with alembic before. We need to create the alembic
# version table, initialize it with the first revision where we
# introduced alembic and then upgrade to the latest revision.
self.alembic.stamp(ZENML_ALEMBIC_START_REVISION)
self.alembic.upgrade()
# If an alembic migration took place, all non-custom flavors are purged
# and the FlavorRegistry recreates all in-built and integration
# flavors in the db.
revisions_afterwards = self.alembic.current_revisions()
if revisions != revisions_afterwards:
self._sync_flavors()
def _sync_flavors(self) -> None:
"""Purge all in-built and integration flavors from the DB and sync."""
FlavorRegistry().register_flavors(store=self)
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
model = super().get_store_info()
sql_url = make_url(self.config.url)
model.database_type = ServerDatabaseType(sql_url.drivername)
# Fetch the deployment ID from the database and use it to replace
# the one fetched from the global configuration
model.id = self.get_deployment_id()
return model
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
Raises:
KeyError: If the deployment ID could not be loaded from the
database.
"""
# Fetch the deployment ID from the database
with Session(self.engine) as session:
identity = session.exec(select(IdentitySchema)).first()
if identity is None:
raise KeyError(
"The deployment ID could not be loaded from the database."
)
return identity.id
# ------
# Stacks
# ------
@track_decorator(AnalyticsEvent.REGISTERED_STACK)
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Register a new stack.
Args:
stack: The stack to register.
Returns:
The registered stack.
"""
with Session(self.engine) as session:
self._fail_if_stack_with_name_exists_for_user(
stack=stack, session=session
)
if stack.is_shared:
self._fail_if_stack_with_name_already_shared(
stack=stack, session=session
)
# Get the Schemas of all components mentioned
component_ids = (
[
component_id
for list_of_component_ids in stack.components.values()
for component_id in list_of_component_ids
]
if stack.components is not None
else []
)
filters = [
(StackComponentSchema.id == component_id)
for component_id in component_ids
]
defined_components = session.exec(
select(StackComponentSchema).where(or_(*filters))
).all()
new_stack_schema = StackSchema(
workspace_id=stack.workspace,
user_id=stack.user,
is_shared=stack.is_shared,
stack_spec_path=stack.stack_spec_path,
name=stack.name,
description=stack.description,
components=defined_components,
)
session.add(new_stack_schema)
session.commit()
session.refresh(new_stack_schema)
return new_stack_schema.to_model()
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
Raises:
KeyError: if the stack doesn't exist.
"""
with Session(self.engine) as session:
stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).first()
if stack is None:
raise KeyError(f"Stack with ID {stack_id} not found.")
return stack.to_model()
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stacks matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StackSchema)
if stack_filter_model.component_id:
query = query.where(
StackCompositionSchema.stack_id == StackSchema.id
).where(
StackCompositionSchema.component_id
== stack_filter_model.component_id
)
return self.filter_and_paginate(
session=session,
query=query,
table=StackSchema,
filter_model=stack_filter_model,
)
def count_stacks(self, workspace_id: Optional[UUID]) -> int:
"""Count all stacks, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting stacks
Returns:
The number of stacks in the workspace.
"""
return self._count_entity(
schema=StackSchema, workspace_id=workspace_id
)
@track_decorator(AnalyticsEvent.UPDATED_STACK)
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
Raises:
KeyError: if the stack doesn't exist.
IllegalOperationError: if the stack is a default stack.
"""
with Session(self.engine) as session:
# Check if stack with the domain key (name, workspace, owner) already
# exists
existing_stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).first()
if existing_stack is None:
raise KeyError(
f"Unable to update stack with id '{stack_id}': Found no"
f"existing stack with this id."
)
if existing_stack.name == DEFAULT_STACK_NAME:
raise IllegalOperationError(
"The default stack cannot be modified."
)
# In case of a renaming update, make sure no stack already exists
# with that name
if stack_update.name:
if existing_stack.name != stack_update.name:
self._fail_if_stack_with_name_exists_for_user(
stack=stack_update, session=session
)
# Check if stack update makes the stack a shared stack. In that
# case, check if a stack with the same name is already shared
# within the workspace
if stack_update.is_shared:
if not existing_stack.is_shared and stack_update.is_shared:
self._fail_if_stack_with_name_already_shared(
stack=stack_update, session=session
)
components = []
if stack_update.components:
filters = [
(StackComponentSchema.id == component_id)
for list_of_component_ids in stack_update.components.values()
for component_id in list_of_component_ids
]
components = session.exec(
select(StackComponentSchema).where(or_(*filters))
).all()
existing_stack.update(
stack_update=stack_update,
components=components,
)
session.add(existing_stack)
session.commit()
session.refresh(existing_stack)
return existing_stack.to_model()
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
Raises:
KeyError: if the stack doesn't exist.
IllegalOperationError: if the stack is a default stack.
"""
with Session(self.engine) as session:
try:
stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).one()
if stack is None:
raise KeyError(f"Stack with ID {stack_id} not found.")
if stack.name == DEFAULT_STACK_NAME:
raise IllegalOperationError(
"The default stack cannot be deleted."
)
session.delete(stack)
except NoResultFound as error:
raise KeyError from error
session.commit()
def _fail_if_stack_with_name_exists_for_user(
self,
stack: StackRequestModel,
session: Session,
) -> None:
"""Raise an exception if a Component with same name exists for user.
Args:
stack: The Stack
session: The Session
Returns:
None
Raises:
StackExistsError: If a Stack with the given name is already
owned by the user
"""
existing_domain_stack = session.exec(
select(StackSchema)
.where(StackSchema.name == stack.name)
.where(StackSchema.workspace_id == stack.workspace)
.where(StackSchema.user_id == stack.user)
).first()
if existing_domain_stack is not None:
workspace = self._get_workspace_schema(
workspace_name_or_id=stack.workspace, session=session
)
user = self._get_user_schema(
user_name_or_id=stack.user, session=session
)
raise StackExistsError(
f"Unable to register stack with name "
f"'{stack.name}': Found an existing stack with the same "
f"name in the active workspace, '{workspace.name}', "
f"owned by the same user, '{user.name}'."
)
return None
def _fail_if_stack_with_name_already_shared(
self,
stack: StackRequestModel,
session: Session,
) -> None:
"""Raise an exception if a Stack with same name is already shared.
Args:
stack: The Stack
session: The Session
Raises:
StackExistsError: If a stack with the given name is already shared
by a user.
"""
# Check if component with the same name, type is already shared
# within the workspace
existing_shared_stack = session.exec(
select(StackSchema)
.where(StackSchema.name == stack.name)
.where(StackSchema.workspace_id == stack.workspace)
.where(StackSchema.is_shared == stack.is_shared)
).first()
if existing_shared_stack is not None:
workspace = self._get_workspace_schema(
workspace_name_or_id=stack.workspace, session=session
)
error_msg = (
f"Unable to share stack with name '{stack.name}': Found an "
f"existing shared stack with the same name in workspace "
f"'{workspace.name}'"
)
if existing_shared_stack.user_id:
owner_of_shared = self._get_user_schema(
existing_shared_stack.user_id, session=session
)
error_msg += f" owned by '{owner_of_shared.name}'."
else:
error_msg += ", which is currently not owned by any user."
raise StackExistsError(error_msg)
# ----------------
# Stack components
# ----------------
@track_decorator(AnalyticsEvent.REGISTERED_STACK_COMPONENT)
def create_stack_component(
self,
component: ComponentRequestModel,
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
Raises:
KeyError: if the stack component references a non-existent
connector.
"""
with Session(self.engine) as session:
self._fail_if_component_with_name_type_exists_for_user(
name=component.name,
component_type=component.type,
user_id=component.user,
workspace_id=component.workspace,
session=session,
)
if component.is_shared:
self._fail_if_component_with_name_type_already_shared(
name=component.name,
component_type=component.type,
workspace_id=component.workspace,
session=session,
)
service_connector: Optional[ServiceConnectorSchema] = None
if component.connector:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == component.connector
)
).first()
if service_connector is None:
raise KeyError(
f"Service connector with ID {component.connector} not "
"found."
)
# Create the component
new_component = StackComponentSchema(
name=component.name,
workspace_id=component.workspace,
user_id=component.user,
is_shared=component.is_shared,
component_spec_path=component.component_spec_path,
type=component.type,
flavor=component.flavor,
configuration=base64.b64encode(
json.dumps(component.configuration).encode("utf-8")
),
labels=base64.b64encode(
json.dumps(component.labels).encode("utf-8")
),
connector=service_connector,
connector_resource_id=component.connector_resource_id,
)
session.add(new_component)
session.commit()
session.refresh(new_component)
return new_component.to_model()
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
with Session(self.engine) as session:
stack_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).first()
if stack_component is None:
raise KeyError(
f"Stack component with ID {component_id} not found."
)
return stack_component.to_model()
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StackComponentSchema)
paged_components: Page[
ComponentResponseModel
] = self.filter_and_paginate(
session=session,
query=query,
table=StackComponentSchema,
filter_model=component_filter_model,
)
return paged_components
def count_stack_components(self, workspace_id: Optional[UUID]) -> int:
"""Count all components, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting components
Returns:
The number of components in the workspace.
"""
return self._count_entity(
schema=StackComponentSchema, workspace_id=workspace_id
)
def update_stack_component(
self, component_id: UUID, component_update: ComponentUpdateModel
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
Raises:
KeyError: if the stack component doesn't exist.
IllegalOperationError: if the stack component is a default stack
component.
"""
with Session(self.engine) as session:
existing_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).first()
if existing_component is None:
raise KeyError(
f"Unable to update component with id "
f"'{component_id}': Found no"
f"existing component with this id."
)
if (
existing_component.name == DEFAULT_STACK_COMPONENT_NAME
and existing_component.type
in [
StackComponentType.ORCHESTRATOR,
StackComponentType.ARTIFACT_STORE,
]
):
raise IllegalOperationError(
f"The default {existing_component.type} cannot be modified."
)
# In case of a renaming update, make sure no component of the same
# type already exists with that name
if component_update.name:
if (
existing_component.name != component_update.name
and existing_component.user_id is not None
):
self._fail_if_component_with_name_type_exists_for_user(
name=component_update.name,
component_type=existing_component.type,
workspace_id=existing_component.workspace_id,
user_id=existing_component.user_id,
session=session,
)
# Check if component update makes the component a shared component,
# In that case check if a component with the same name, type are
# already shared within the workspace
if component_update.is_shared:
if (
not existing_component.is_shared
and component_update.is_shared
):
self._fail_if_component_with_name_type_already_shared(
name=component_update.name or existing_component.name,
component_type=existing_component.type,
workspace_id=existing_component.workspace_id,
session=session,
)
existing_component.update(component_update=component_update)
service_connector: Optional[ServiceConnectorSchema] = None
if component_update.connector:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == component_update.connector
)
).first()
if service_connector is None:
raise KeyError(
"Service connector with ID "
f"{component_update.connector} not found."
)
if service_connector:
existing_component.connector = service_connector
session.add(existing_component)
session.commit()
return existing_component.to_model()
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The id of the stack component to delete.
Raises:
KeyError: if the stack component doesn't exist.
IllegalOperationError: if the stack component is part of one or
more stacks, or if it's a default stack component.
"""
with Session(self.engine) as session:
try:
stack_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).one()
if stack_component is None:
raise KeyError(f"Stack with ID {component_id} not found.")
if (
stack_component.name == DEFAULT_STACK_COMPONENT_NAME
and stack_component.type
in [
StackComponentType.ORCHESTRATOR,
StackComponentType.ARTIFACT_STORE,
]
):
raise IllegalOperationError(
f"The default {stack_component.type} cannot be deleted."
)
if len(stack_component.stacks) > 0:
raise IllegalOperationError(
f"Stack Component `{stack_component.name}` of type "
f"`{stack_component.type} cannot be "
f"deleted as it is part of "
f"{len(stack_component.stacks)} stacks. "
f"Before deleting this stack "
f"component, make sure to remove it "
f"from all stacks."
)
else:
session.delete(stack_component)
except NoResultFound as error:
raise KeyError from error
session.commit()
@staticmethod
def _fail_if_component_with_name_type_exists_for_user(
name: str,
component_type: StackComponentType,
workspace_id: UUID,
user_id: UUID,
session: Session,
) -> None:
"""Raise an exception if a Component with same name/type exists.
Args:
name: The name of the component
component_type: The type of the component
workspace_id: The ID of the workspace
user_id: The ID of the user
session: The Session
Returns:
None
Raises:
StackComponentExistsError: If a component with the given name and
type is already owned by the user
"""
assert user_id
# Check if component with the same domain key (name, type, workspace,
# owner) already exists
existing_domain_component = session.exec(
select(StackComponentSchema)
.where(StackComponentSchema.name == name)
.where(StackComponentSchema.workspace_id == workspace_id)
.where(StackComponentSchema.user_id == user_id)
.where(StackComponentSchema.type == component_type)
).first()
if existing_domain_component is not None:
# Theoretically the user schema is optional, in this case there is
# no way that it will be None
assert existing_domain_component.user
raise StackComponentExistsError(
f"Unable to register '{component_type.value}' component "
f"with name '{name}': Found an existing "
f"component with the same name and type in the same "
f" workspace, '{existing_domain_component.workspace.name}', "
f"owned by the same user, "
f"'{existing_domain_component.user.name}'."
)
return None
@staticmethod
def _fail_if_component_with_name_type_already_shared(
name: str,
component_type: StackComponentType,
workspace_id: UUID,
session: Session,
) -> None:
"""Raise an exception if a Component with same name/type already shared.
Args:
name: The name of the component
component_type: The type of the component
workspace_id: The ID of the workspace
session: The Session
Raises:
StackComponentExistsError: If a component with the given name and
type is already shared by a user
"""
# Check if component with the same name, type is already shared
# within the workspace
is_shared = True
existing_shared_component = session.exec(
select(StackComponentSchema)
.where(StackComponentSchema.name == name)
.where(StackComponentSchema.workspace_id == workspace_id)
.where(StackComponentSchema.type == component_type)
.where(StackComponentSchema.is_shared == is_shared)
).first()
if existing_shared_component is not None:
raise StackComponentExistsError(
f"Unable to shared component of type '{component_type.value}' "
f"with name '{name}': Found an existing shared "
f"component with the same name and type in workspace "
f"'{workspace_id}'."
)
# -----------------------
# Stack component flavors
# -----------------------
@track_decorator(AnalyticsEvent.CREATED_FLAVOR)
def create_flavor(self, flavor: FlavorRequestModel) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
Raises:
EntityExistsError: If a flavor with the same name and type
is already owned by this user in this workspace.
ValueError: In case the config_schema string exceeds the max length.
"""
with Session(self.engine) as session:
# Check if flavor with the same domain key (name, type, workspace,
# owner) already exists
existing_flavor = session.exec(
select(FlavorSchema)
.where(FlavorSchema.name == flavor.name)
.where(FlavorSchema.type == flavor.type)
.where(FlavorSchema.workspace_id == flavor.workspace)
.where(FlavorSchema.user_id == flavor.user)
).first()
if existing_flavor is not None:
raise EntityExistsError(
f"Unable to register '{flavor.type.value}' flavor "
f"with name '{flavor.name}': Found an existing "
f"flavor with the same name and type in the same "
f"'{flavor.workspace}' workspace owned by the same "
f"'{flavor.user}' user."
)
config_schema = json.dumps(flavor.config_schema)
if len(config_schema) > TEXT_FIELD_MAX_LENGTH:
raise ValueError(
"Json representation of configuration schema"
"exceeds max length."
)
else:
new_flavor = FlavorSchema(
name=flavor.name,
type=flavor.type,
source=flavor.source,
config_schema=config_schema,
integration=flavor.integration,
connector_type=flavor.connector_type,
connector_resource_type=flavor.connector_resource_type,
connector_resource_id_attr=flavor.connector_resource_id_attr,
workspace_id=flavor.workspace,
user_id=flavor.user,
logo_url=flavor.logo_url,
docs_url=flavor.docs_url,
sdk_docs_url=flavor.sdk_docs_url,
is_custom=flavor.is_custom,
)
session.add(new_flavor)
session.commit()
return new_flavor.to_model()
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
Raises:
KeyError: If no flavor with the given id exists.
"""
with Session(self.engine) as session:
existing_flavor = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).first()
if not existing_flavor:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
existing_flavor.update(flavor_update=flavor_update)
session.add(existing_flavor)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_flavor)
return existing_flavor.to_model()
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a flavor by ID.
Args:
flavor_id: The ID of the flavor to fetch.
Returns:
The stack component flavor.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
with Session(self.engine) as session:
flavor_in_db = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).first()
if flavor_in_db is None:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
return flavor_in_db.to_model()
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params
Returns:
List of all the stack component flavors matching the given criteria.
"""
with Session(self.engine) as session:
query = select(FlavorSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=FlavorSchema,
filter_model=flavor_filter_model,
)
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a flavor.
Args:
flavor_id: The id of the flavor to delete.
Raises:
KeyError: if the flavor doesn't exist.
IllegalOperationError: if the flavor is used by a stack component.
"""
with Session(self.engine) as session:
try:
flavor_in_db = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).one()
if flavor_in_db is None:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
components_of_flavor = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.flavor == flavor_in_db.name
)
).all()
if len(components_of_flavor) > 0:
raise IllegalOperationError(
f"Stack Component `{flavor_in_db.name}` of type "
f"`{flavor_in_db.type} cannot be "
f"deleted as it is used by "
f"{len(components_of_flavor)} "
f"components. Before deleting this "
f"flavor, make sure to delete all "
f"associated components."
)
else:
session.delete(flavor_in_db)
session.commit()
except NoResultFound as error:
raise KeyError from error
# -----
# Users
# -----
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
Raises:
EntityExistsError: If a user with the given name already exists.
"""
with Session(self.engine) as session:
# Check if user with the given name already exists
existing_user = session.exec(
select(UserSchema).where(UserSchema.name == user.name)
).first()
if existing_user is not None:
raise EntityExistsError(
f"Unable to create user with name '{user.name}': "
f"Found existing user with this name."
)
# Create the user
new_user = UserSchema.from_request(user)
session.add(new_user)
session.commit()
return new_user.to_model()
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
Raises a KeyError in case a user with that id does not exist.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
"""
if not user_name_or_id:
user_name_or_id = self._default_user_name
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
return user.to_model(include_private=include_private)
def get_auth_user(
self, user_name_or_id: Union[str, UUID]
) -> UserAuthModel:
"""Gets the auth model to a specific user.
Args:
user_name_or_id: The name or ID of the user to get.
Returns:
The requested user, if it was found.
"""
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
return UserAuthModel(
id=user.id,
name=user.name,
full_name=user.full_name,
email_opted_in=user.email_opted_in,
active=user.active,
created=user.created,
updated=user.updated,
password=user.password,
activation_token=user.activation_token,
)
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
with Session(self.engine) as session:
query = select(UserSchema)
paged_user: Page[UserResponseModel] = self.filter_and_paginate(
session=session,
query=query,
table=UserSchema,
filter_model=user_filter_model,
)
return paged_user
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
Raises:
IllegalOperationError: If the request tries to update the username
for the default user account.
"""
with Session(self.engine) as session:
existing_user = self._get_user_schema(user_id, session=session)
if (
existing_user.name == self._default_user_name
and "name" in user_update.__fields_set__
and user_update.name != existing_user.name
):
raise IllegalOperationError(
"The username of the default user account cannot be "
"changed."
)
existing_user.update(user_update=user_update)
session.add(existing_user)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_user)
return existing_user.to_model()
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or the ID of the user to delete.
Raises:
IllegalOperationError: If the user is the default user account.
"""
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
if user.name == self._default_user_name:
raise IllegalOperationError(
"The default user account cannot be deleted."
)
self._trigger_event(StoreEvent.USER_DELETED, user_id=user.id)
session.delete(user)
session.commit()
# -----
# Teams
# -----
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
Raises:
EntityExistsError: If a team with the given name already exists.
"""
with Session(self.engine) as session:
# Check if team with the given name already exists
existing_team = session.exec(
select(TeamSchema).where(TeamSchema.name == team.name)
).first()
if existing_team is not None:
raise EntityExistsError(
f"Unable to create team with name '{team.name}': "
f"Found existing team with this name."
)
defined_users = []
if team.users:
# Get the Schemas of all users mentioned
filters = [
(UserSchema.id == user_id) for user_id in team.users
]
defined_users = session.exec(
select(UserSchema).where(or_(*filters))
).all()
# Create the team
new_team = TeamSchema(name=team.name, users=defined_users)
session.add(new_team)
session.commit()
return new_team.to_model()
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
"""
with Session(self.engine) as session:
team = self._get_team_schema(team_name_or_id, session=session)
return team.to_model()
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(TeamSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=TeamSchema,
filter_model=team_filter_model,
)
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
Raises:
KeyError: if the team does not exist.
"""
with Session(self.engine) as session:
existing_team = session.exec(
select(TeamSchema).where(TeamSchema.id == team_id)
).first()
if existing_team is None:
raise KeyError(
f"Unable to update team with id "
f"'{team_id}': Found no"
f"existing teams with this id."
)
# Update the team
existing_team.update(team_update=team_update)
existing_team.users = []
if "users" in team_update.__fields_set__ and team_update.users:
for user in team_update.users:
existing_team.users.append(
self._get_user_schema(
user_name_or_id=user, session=session
)
)
session.add(existing_team)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_team)
return existing_team.to_model()
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
"""
with Session(self.engine) as session:
team = self._get_team_schema(team_name_or_id, session=session)
session.delete(team)
session.commit()
# -----
# Roles
# -----
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
Raises:
EntityExistsError: If a role with the given name already exists.
"""
with Session(self.engine) as session:
# Check if role with the given name already exists
existing_role = session.exec(
select(RoleSchema).where(RoleSchema.name == role.name)
).first()
if existing_role is not None:
raise EntityExistsError(
f"Unable to create role '{role.name}': Role already exists."
)
# Create role
role_schema = RoleSchema.from_request(role)
session.add(role_schema)
session.commit()
# Add all permissions
for p in role.permissions:
session.add(
RolePermissionSchema(name=p, role_id=role_schema.id)
)
session.commit()
return role_schema.to_model()
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
"""
with Session(self.engine) as session:
role = self._get_role_schema(role_name_or_id, session=session)
return role.to_model()
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(RoleSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=RoleSchema,
filter_model=role_filter_model,
)
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
Raises:
KeyError: if the role does not exist.
IllegalOperationError: if the role is a system role.
"""
with Session(self.engine) as session:
existing_role = session.exec(
select(RoleSchema).where(RoleSchema.id == role_id)
).first()
if existing_role is None:
raise KeyError(
f"Unable to update role with id "
f"'{role_id}': Found no"
f"existing roles with this id."
)
if existing_role.name in [DEFAULT_ADMIN_ROLE, DEFAULT_GUEST_ROLE]:
raise IllegalOperationError(
f"The built-in role '{existing_role.name}' cannot be "
f"updated."
)
# The relationship table for roles behaves different from the other
# ones. As such the required updates on the permissions have to be
# done manually.
if "permissions" in role_update.__fields_set__:
existing_permissions = {
p.name for p in existing_role.permissions
}
diff = existing_permissions.symmetric_difference(
role_update.permissions
)
for permission in diff:
if permission not in role_update.permissions:
permission_to_delete = session.exec(
select(RolePermissionSchema)
.where(RolePermissionSchema.name == permission)
.where(
RolePermissionSchema.role_id
== existing_role.id
)
).one_or_none()
session.delete(permission_to_delete)
elif permission not in existing_permissions:
session.add(
RolePermissionSchema(
name=permission, role_id=existing_role.id
)
)
# Update the role
existing_role.update(role_update=role_update)
session.add(existing_role)
session.commit()
session.commit()
# Refresh the Model that was just created
session.refresh(existing_role)
return existing_role.to_model()
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
Raises:
IllegalOperationError: If the role is still assigned to users or
the role is one of the built-in roles.
"""
with Session(self.engine) as session:
role = self._get_role_schema(role_name_or_id, session=session)
if role.name in [DEFAULT_ADMIN_ROLE, DEFAULT_GUEST_ROLE]:
raise IllegalOperationError(
f"The built-in role '{role.name}' cannot be deleted."
)
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.role_id == role.id
)
).all()
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.role_id == role.id
)
).all()
if len(user_role) > 0 or len(team_role) > 0:
raise IllegalOperationError(
f"Role `{role.name}` of type cannot be "
f"deleted as it is in use by multiple users and teams. "
f"Before deleting this role make sure to remove all "
f"instances where this role is used."
)
else:
# Delete role
session.delete(role)
session.commit()
# ----------------
# Role assignments
# ----------------
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(UserRoleAssignmentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=UserRoleAssignmentSchema,
filter_model=user_role_assignment_filter_model,
)
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Assigns a role to a user or team, scoped to a specific workspace.
Args:
user_role_assignment: The role assignment to create.
Returns:
The created role assignment.
Raises:
EntityExistsError: if the role assignment already exists.
"""
with Session(self.engine) as session:
role = self._get_role_schema(
user_role_assignment.role, session=session
)
workspace: Optional[WorkspaceSchema] = None
if user_role_assignment.workspace:
workspace = self._get_workspace_schema(
user_role_assignment.workspace, session=session
)
user = self._get_user_schema(
user_role_assignment.user, session=session
)
query = select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.user_id == user.id,
UserRoleAssignmentSchema.role_id == role.id,
)
if workspace is not None:
query = query.where(
UserRoleAssignmentSchema.workspace_id == workspace.id
)
existing_role_assignment = session.exec(query).first()
if existing_role_assignment is not None:
raise EntityExistsError(
f"Unable to assign role '{role.name}' to user "
f"'{user.name}': Role already assigned in this workspace."
)
role_assignment = UserRoleAssignmentSchema(
role_id=role.id,
user_id=user.id,
workspace_id=workspace.id if workspace else None,
role=role,
user=user,
workspace=workspace,
)
session.add(role_assignment)
session.commit()
return role_assignment.to_model()
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Gets a role assignment by ID.
Args:
user_role_assignment_id: ID of the role assignment to get.
Returns:
The role assignment.
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.id == user_role_assignment_id
)
).one_or_none()
if user_role:
return user_role.to_model()
else:
raise KeyError(
f"Unable to get user role assignment with ID "
f"'{user_role_assignment_id}': No user role assignment "
f"with this ID found."
)
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment.
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.id == user_role_assignment_id
)
).one_or_none()
if not user_role:
raise KeyError(
f"No user role assignment with id "
f"{user_role_assignment_id} exists."
)
session.delete(user_role)
session.commit()
# ---------------------
# Team Role assignments
# ---------------------
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
Raises:
EntityExistsError: If the role assignment already exists.
"""
with Session(self.engine) as session:
role = self._get_role_schema(
team_role_assignment.role, session=session
)
workspace: Optional[WorkspaceSchema] = None
if team_role_assignment.workspace:
workspace = self._get_workspace_schema(
team_role_assignment.workspace, session=session
)
team = self._get_team_schema(
team_role_assignment.team, session=session
)
query = select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.user_id == team.id,
UserRoleAssignmentSchema.role_id == role.id,
)
if workspace is not None:
query = query.where(
UserRoleAssignmentSchema.workspace_id == workspace.id
)
existing_role_assignment = session.exec(query).first()
if existing_role_assignment is not None:
raise EntityExistsError(
f"Unable to assign role '{role.name}' to team "
f"'{team.name}': Role already assigned in this workspace."
)
role_assignment = TeamRoleAssignmentSchema(
role_id=role.id,
team_id=team.id,
workspace_id=workspace.id if workspace else None,
role=role,
team=team,
workspace=workspace,
)
session.add(role_assignment)
session.commit()
return role_assignment.to_model()
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
with Session(self.engine) as session:
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.id == team_role_assignment_id
)
).one_or_none()
if team_role:
return team_role.to_model()
else:
raise KeyError(
f"Unable to get team role assignment with ID "
f"'{team_role_assignment_id}': No team role assignment "
f"with this ID found."
)
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.id == team_role_assignment_id
)
).one_or_none()
if not team_role:
raise KeyError(
f"No team role assignment with id "
f"{team_role_assignment_id} exists."
)
session.delete(team_role)
session.commit()
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(TeamRoleAssignmentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=TeamRoleAssignmentSchema,
filter_model=team_role_assignment_filter_model,
)
# ----------
# Workspaces
# ----------
@track_decorator(AnalyticsEvent.CREATED_WORKSPACE)
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
with Session(self.engine) as session:
# Check if workspace with the given name already exists
existing_workspace = session.exec(
select(WorkspaceSchema).where(
WorkspaceSchema.name == workspace.name
)
).first()
if existing_workspace is not None:
raise EntityExistsError(
f"Unable to create workspace {workspace.name}: "
"A workspace with this name already exists."
)
# Create the workspace
new_workspace = WorkspaceSchema.from_request(workspace)
session.add(new_workspace)
session.commit()
# Explicitly refresh the new_workspace schema
session.refresh(new_workspace)
return new_workspace.to_model()
def get_workspace(
self, workspace_name_or_id: Union[str, UUID]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace if one was found.
"""
with Session(self.engine) as session:
workspace = self._get_workspace_schema(
workspace_name_or_id, session=session
)
return workspace.to_model()
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(WorkspaceSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=WorkspaceSchema,
filter_model=workspace_filter_model,
)
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
Raises:
IllegalOperationError: if the workspace is the default workspace.
KeyError: if the workspace does not exist.
"""
with Session(self.engine) as session:
existing_workspace = session.exec(
select(WorkspaceSchema).where(
WorkspaceSchema.id == workspace_id
)
).first()
if existing_workspace is None:
raise KeyError(
f"Unable to update workspace with id "
f"'{workspace_id}': Found no"
f"existing workspaces with this id."
)
if (
existing_workspace.name == self._default_workspace_name
and "name" in workspace_update.__fields_set__
and workspace_update.name != existing_workspace.name
):
raise IllegalOperationError(
"The name of the default workspace cannot be changed."
)
# Update the workspace
existing_workspace.update(workspace_update=workspace_update)
session.add(existing_workspace)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_workspace)
return existing_workspace.to_model()
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
Raises:
IllegalOperationError: If the workspace is the default workspace.
"""
with Session(self.engine) as session:
# Check if workspace with the given name exists
workspace = self._get_workspace_schema(
workspace_name_or_id, session=session
)
if workspace.name == self._default_workspace_name:
raise IllegalOperationError(
"The default workspace cannot be deleted."
)
self._trigger_event(
StoreEvent.WORKSPACE_DELETED, workspace_id=workspace.id
)
session.delete(workspace)
session.commit()
# ---------
# Pipelines
# ---------
@track_decorator(AnalyticsEvent.CREATE_PIPELINE)
def create_pipeline(
self,
pipeline: PipelineRequestModel,
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
Raises:
EntityExistsError: If an identical pipeline already exists.
"""
with Session(self.engine) as session:
# Check if pipeline with the given name already exists
existing_pipeline = session.exec(
select(PipelineSchema)
.where(PipelineSchema.name == pipeline.name)
.where(PipelineSchema.version == pipeline.version)
.where(PipelineSchema.workspace_id == pipeline.workspace)
).first()
if existing_pipeline is not None:
raise EntityExistsError(
f"Unable to create pipeline in workspace "
f"'{pipeline.workspace}': A pipeline with this name and "
f"version already exists."
)
# Create the pipeline
new_pipeline = PipelineSchema.from_request(pipeline)
session.add(new_pipeline)
session.commit()
session.refresh(new_pipeline)
return new_pipeline.to_model()
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
Raises:
KeyError: if the pipeline does not exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if pipeline is None:
raise KeyError(
f"Unable to get pipeline with ID '{pipeline_id}': "
"No pipeline with this ID found."
)
return pipeline.to_model()
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineSchema,
filter_model=pipeline_filter_model,
)
def count_pipelines(self, workspace_id: Optional[UUID]) -> int:
"""Count all pipelines, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting pipelines
Returns:
The number of pipelines in the workspace.
"""
return self._count_entity(
schema=PipelineSchema, workspace_id=workspace_id
)
def update_pipeline(
self,
pipeline_id: UUID,
pipeline_update: PipelineUpdateModel,
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
Raises:
KeyError: if the pipeline doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
existing_pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if existing_pipeline is None:
raise KeyError(
f"Unable to update pipeline with ID {pipeline_id}: "
f"No pipeline with this ID found."
)
# Update the pipeline
existing_pipeline.update(pipeline_update)
session.add(existing_pipeline)
session.commit()
return existing_pipeline.to_model()
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
Raises:
KeyError: if the pipeline doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if pipeline is None:
raise KeyError(
f"Unable to delete pipeline with ID {pipeline_id}: "
f"No pipeline with this ID found."
)
session.delete(pipeline)
session.commit()
# ------
# Builds
# ------
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
"""
with Session(self.engine) as session:
# Create the build
new_build = PipelineBuildSchema.from_request(build)
session.add(new_build)
session.commit()
session.refresh(new_build)
return new_build.to_model()
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
Raises:
KeyError: If the build does not exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
build = session.exec(
select(PipelineBuildSchema).where(
PipelineBuildSchema.id == build_id
)
).first()
if build is None:
raise KeyError(
f"Unable to get build with ID '{build_id}': "
"No build with this ID found."
)
return build.to_model()
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineBuildSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineBuildSchema,
filter_model=build_filter_model,
)
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
Raises:
KeyError: if the build doesn't exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
build = session.exec(
select(PipelineBuildSchema).where(
PipelineBuildSchema.id == build_id
)
).first()
if build is None:
raise KeyError(
f"Unable to delete build with ID {build_id}: "
f"No build with this ID found."
)
session.delete(build)
session.commit()
# --------------------
# Pipeline Deployments
# --------------------
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
"""
with Session(self.engine) as session:
code_reference_id = self._create_or_reuse_code_reference(
session=session,
workspace_id=deployment.workspace,
code_reference=deployment.code_reference,
)
new_deployment = PipelineDeploymentSchema.from_request(
deployment, code_reference_id=code_reference_id
)
session.add(new_deployment)
session.commit()
session.refresh(new_deployment)
return new_deployment.to_model()
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
Raises:
KeyError: If the deployment does not exist.
"""
with Session(self.engine) as session:
# Check if deployment with the given ID exists
deployment = session.exec(
select(PipelineDeploymentSchema).where(
PipelineDeploymentSchema.id == deployment_id
)
).first()
if deployment is None:
raise KeyError(
f"Unable to get deployment with ID '{deployment_id}': "
"No deployment with this ID found."
)
return deployment.to_model()
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineDeploymentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineDeploymentSchema,
filter_model=deployment_filter_model,
)
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
Raises:
KeyError: If the deployment doesn't exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
deployment = session.exec(
select(PipelineDeploymentSchema).where(
PipelineDeploymentSchema.id == deployment_id
)
).first()
if deployment is None:
raise KeyError(
f"Unable to delete deployment with ID {deployment_id}: "
f"No deployment with this ID found."
)
session.delete(deployment)
session.commit()
# ---------
# Schedules
# ---------
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
with Session(self.engine) as session:
new_schedule = ScheduleSchema.from_create_model(model=schedule)
session.add(new_schedule)
session.commit()
return new_schedule.to_model()
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
Raises:
KeyError: if the schedule does not exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if schedule is None:
raise KeyError(
f"Unable to get schedule with ID '{schedule_id}': "
"No schedule with this ID found."
)
return schedule.to_model()
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
with Session(self.engine) as session:
query = select(ScheduleSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ScheduleSchema,
filter_model=schedule_filter_model,
)
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
Raises:
KeyError: if the schedule doesn't exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
existing_schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if existing_schedule is None:
raise KeyError(
f"Unable to update schedule with ID {schedule_id}: "
f"No schedule with this ID found."
)
# Update the schedule
existing_schedule = existing_schedule.from_update_model(
schedule_update
)
session.add(existing_schedule)
session.commit()
return existing_schedule.to_model()
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
Raises:
KeyError: if the schedule doesn't exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if schedule is None:
raise KeyError(
f"Unable to delete schedule with ID {schedule_id}: "
f"No schedule with this ID found."
)
# Delete the schedule
session.delete(schedule)
session.commit()
# --------------
# Pipeline runs
# --------------
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
Raises:
EntityExistsError: If an identical pipeline run already exists.
"""
with Session(self.engine) as session:
# Check if pipeline run with same name already exists.
existing_domain_run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.name == pipeline_run.name
)
).first()
if existing_domain_run is not None:
raise EntityExistsError(
f"Unable to create pipeline run: A pipeline run with name "
f"'{pipeline_run.name}' already exists."
)
# Check if pipeline run with same ID already exists.
existing_id_run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.id == pipeline_run.id
)
).first()
if existing_id_run is not None:
raise EntityExistsError(
f"Unable to create pipeline run: A pipeline run with ID "
f"'{pipeline_run.id}' already exists."
)
# Create the pipeline run
new_run = PipelineRunSchema.from_request(pipeline_run)
session.add(new_run)
session.commit()
return new_run.to_model()
def get_run(
self, run_name_or_id: Union[str, UUID]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
"""
with Session(self.engine) as session:
return self._get_run_schema(
run_name_or_id, session=session
).to_model()
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
# We want to have the 'create' statement in the try block since running
# it first will reduce concurrency issues.
try:
return self.create_run(pipeline_run), True
except (EntityExistsError, IntegrityError):
# Catch both `EntityExistsError`` and `IntegrityError`` exceptions
# since either one can be raised by the database when trying
# to create a new pipeline run with duplicate ID or name.
try:
return self.get_run(pipeline_run.id), False
except KeyError:
return self.get_run(pipeline_run.name), False
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineRunSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineRunSchema,
filter_model=runs_filter_model,
)
def count_runs(self, workspace_id: Optional[UUID]) -> int:
"""Count all pipeline runs, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting pipeline runs
Returns:
The number of pipeline runs in the workspace.
"""
return self._count_entity(
schema=PipelineRunSchema, workspace_id=workspace_id
)
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline run with the given ID exists
existing_run = session.exec(
select(PipelineRunSchema).where(PipelineRunSchema.id == run_id)
).first()
if existing_run is None:
raise KeyError(
f"Unable to update pipeline run with ID {run_id}: "
f"No pipeline run with this ID found."
)
# Update the pipeline run
existing_run.update(run_update=run_update)
session.add(existing_run)
session.commit()
session.refresh(existing_run)
return existing_run.to_model()
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline run with the given ID exists
existing_run = session.exec(
select(PipelineRunSchema).where(PipelineRunSchema.id == run_id)
).first()
if existing_run is None:
raise KeyError(
f"Unable to delete pipeline run with ID {run_id}: "
f"No pipeline run with this ID found."
)
# Delete the pipeline run
session.delete(existing_run)
session.commit()
# ------------------
# Pipeline run steps
# ------------------
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
Raises:
EntityExistsError: if the step run already exists.
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if the pipeline run exists
run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.id == step_run.pipeline_run_id
)
).first()
if run is None:
raise KeyError(
f"Unable to create step '{step_run.name}': No pipeline run "
f"with ID '{step_run.pipeline_run_id}' found."
)
# Check if the step name already exists in the pipeline run
existing_step_run = session.exec(
select(StepRunSchema)
.where(StepRunSchema.name == step_run.name)
.where(
StepRunSchema.pipeline_run_id == step_run.pipeline_run_id
)
).first()
if existing_step_run is not None:
raise EntityExistsError(
f"Unable to create step '{step_run.name}': A step with "
f"this name already exists in the pipeline run with ID "
f"'{step_run.pipeline_run_id}'."
)
# Create the step
step_schema = StepRunSchema.from_request(step_run)
session.add(step_schema)
# Add logs entry for the step if exists
if step_run.logs is not None:
log_entry = LogsSchema(
uri=step_run.logs.uri,
step_run_id=step_schema.id,
artifact_store_id=step_run.logs.artifact_store_id,
)
session.add(log_entry)
# Save parent step IDs into the database.
for parent_step_id in step_run.parent_step_ids:
self._set_run_step_parent_step(
child_id=step_schema.id,
parent_id=parent_step_id,
session=session,
)
# Save input artifact IDs into the database.
for input_name, artifact_id in step_run.inputs.items():
self._set_run_step_input_artifact(
run_step_id=step_schema.id,
artifact_id=artifact_id,
name=input_name,
session=session,
)
# Save output artifact IDs into the database.
for output_name, artifact_id in step_run.outputs.items():
self._set_run_step_output_artifact(
step_run_id=step_schema.id,
artifact_id=artifact_id,
name=output_name,
session=session,
)
session.commit()
return step_schema.to_model()
def _set_run_step_parent_step(
self, child_id: UUID, parent_id: UUID, session: Session
) -> None:
"""Sets the parent step run for a step run.
Args:
child_id: The ID of the child step run to set the parent for.
parent_id: The ID of the parent step run to set a child for.
session: The database session to use.
Raises:
KeyError: if the child step run or parent step run doesn't exist.
"""
# Check if the child step exists.
child_step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == child_id)
).first()
if child_step_run is None:
raise KeyError(
f"Unable to set parent step for step with ID "
f"{child_id}: No step with this ID found."
)
# Check if the parent step exists.
parent_step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == parent_id)
).first()
if parent_step_run is None:
raise KeyError(
f"Unable to set parent step for step with ID "
f"{child_id}: No parent step with ID {parent_id} "
"found."
)
# Check if the parent step is already set.
assignment = session.exec(
select(StepRunParentsSchema)
.where(StepRunParentsSchema.child_id == child_id)
.where(StepRunParentsSchema.parent_id == parent_id)
).first()
if assignment is not None:
return
# Save the parent step assignment in the database.
assignment = StepRunParentsSchema(
child_id=child_id, parent_id=parent_id
)
session.add(assignment)
def _set_run_step_input_artifact(
self, run_step_id: UUID, artifact_id: UUID, name: str, session: Session
) -> None:
"""Sets an artifact as an input of a step run.
Args:
run_step_id: The ID of the step run.
artifact_id: The ID of the artifact.
name: The name of the input in the step run.
session: The database session to use.
Raises:
KeyError: if the step run or artifact doesn't exist.
"""
# Check if the step exists.
step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == run_step_id)
).first()
if step_run is None:
raise KeyError(
f"Unable to set input artifact: No step run with ID "
f"'{run_step_id}' found."
)
# Check if the artifact exists.
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to set input artifact: No artifact with ID "
f"'{artifact_id}' found."
)
# Check if the input is already set.
assignment = session.exec(
select(StepRunInputArtifactSchema)
.where(StepRunInputArtifactSchema.step_id == run_step_id)
.where(StepRunInputArtifactSchema.artifact_id == artifact_id)
.where(StepRunInputArtifactSchema.name == name)
).first()
if assignment is not None:
return
# Save the input assignment in the database.
assignment = StepRunInputArtifactSchema(
step_id=run_step_id, artifact_id=artifact_id, name=name
)
session.add(assignment)
def _set_run_step_output_artifact(
self,
step_run_id: UUID,
artifact_id: UUID,
name: str,
session: Session,
) -> None:
"""Sets an artifact as an output of a step run.
Args:
step_run_id: The ID of the step run.
artifact_id: The ID of the artifact.
name: The name of the output in the step run.
session: The database session to use.
Raises:
KeyError: if the step run or artifact doesn't exist.
"""
# Check if the step exists.
step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == step_run_id)
).first()
if step_run is None:
raise KeyError(
f"Unable to set output artifact: No step run with ID "
f"'{step_run_id}' found."
)
# Check if the artifact exists.
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to set output artifact: No artifact with ID "
f"'{artifact_id}' found."
)
# Check if the output is already set.
assignment = session.exec(
select(StepRunOutputArtifactSchema)
.where(StepRunOutputArtifactSchema.step_id == step_run_id)
.where(StepRunOutputArtifactSchema.artifact_id == artifact_id)
).first()
if assignment is not None:
return
# Save the output assignment in the database.
assignment = StepRunOutputArtifactSchema(
step_id=step_run_id,
artifact_id=artifact_id,
name=name,
)
session.add(assignment)
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
Raises:
KeyError: if the step run doesn't exist.
"""
with Session(self.engine) as session:
step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == step_run_id)
).first()
if step_run is None:
raise KeyError(
f"Unable to get step run with ID {step_run_id}: No step "
"run with this ID found."
)
return step_run.to_model()
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StepRunSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=StepRunSchema,
filter_model=step_run_filter_model,
)
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
Raises:
KeyError: if the step run doesn't exist.
"""
with Session(self.engine) as session:
# Check if the step exists
existing_step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == step_run_id)
).first()
if existing_step_run is None:
raise KeyError(
f"Unable to update step with ID {step_run_id}: "
f"No step with this ID found."
)
# Update the step
existing_step_run.update(step_run_update)
session.add(existing_step_run)
# Update the output artifacts.
for name, artifact_id in step_run_update.outputs.items():
self._set_run_step_output_artifact(
step_run_id=step_run_id,
artifact_id=artifact_id,
name=name,
session=session,
)
# Input artifacts and parent steps cannot be updated after the
# step has been created.
session.commit()
session.refresh(existing_step_run)
return existing_step_run.to_model()
# ---------
# Artifacts
# ---------
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
with Session(self.engine) as session:
# Save artifact.
artifact_schema = ArtifactSchema.from_request(artifact)
session.add(artifact_schema)
# Save visualizations of the artifact.
if artifact.visualizations:
for vis in artifact.visualizations:
vis_schema = ArtifactVisualizationSchema.from_model(
visualization=vis, artifact_id=artifact_schema.id
)
session.add(vis_schema)
session.commit()
return artifact_schema.to_model()
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
Raises:
KeyError: if the artifact doesn't exist.
"""
with Session(self.engine) as session:
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to get artifact with ID {artifact_id}: "
f"No artifact with this ID found."
)
return artifact.to_model()
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(ArtifactSchema)
if artifact_filter_model.only_unused:
query = query.where(
ArtifactSchema.id.notin_( # type: ignore[attr-defined]
select(StepRunOutputArtifactSchema.artifact_id)
)
)
query = query.where(
ArtifactSchema.id.notin_( # type: ignore[attr-defined]
select(StepRunInputArtifactSchema.artifact_id)
)
)
return self.filter_and_paginate(
session=session,
query=query,
table=ArtifactSchema,
filter_model=artifact_filter_model,
)
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
Raises:
KeyError: if the artifact doesn't exist.
"""
with Session(self.engine) as session:
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to delete artifact with ID {artifact_id}: "
f"No artifact with this ID found."
)
session.delete(artifact)
session.commit()
# ------------
# Run Metadata
# ------------
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
return_value: List[RunMetadataResponseModel] = []
with Session(self.engine) as session:
for key, value in run_metadata.values.items():
type_ = run_metadata.types[key]
run_metadata_schema = RunMetadataSchema(
workspace_id=run_metadata.workspace,
user_id=run_metadata.user,
pipeline_run_id=run_metadata.pipeline_run_id,
step_run_id=run_metadata.step_run_id,
artifact_id=run_metadata.artifact_id,
stack_component_id=run_metadata.stack_component_id,
key=key,
value=json.dumps(value),
type=type_,
)
session.add(run_metadata_schema)
session.commit()
return_value.append(run_metadata_schema.to_model())
return return_value
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
with Session(self.engine) as session:
query = select(RunMetadataSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=RunMetadataSchema,
filter_model=run_metadata_filter_model,
)
# -----------------
# Code Repositories
# -----------------
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
Raises:
EntityExistsError: If a code repository with the given name already
exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema)
.where(CodeRepositorySchema.name == code_repository.name)
.where(
CodeRepositorySchema.workspace_id
== code_repository.workspace
)
).first()
if existing_repo is not None:
raise EntityExistsError(
f"Unable to create code repository in workspace "
f"'{code_repository.workspace}': A code repository with "
"this name already exists."
)
new_repo = CodeRepositorySchema.from_request(code_repository)
session.add(new_repo)
session.commit()
session.refresh(new_repo)
return new_repo.to_model()
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
Raises:
KeyError: If no code repository with the given ID exists.
"""
with Session(self.engine) as session:
repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if repo is None:
raise KeyError(
f"Unable to get code repository with ID "
f"'{code_repository_id}': No code repository with this "
"ID found."
)
return repo.to_model()
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
with Session(self.engine) as session:
query = select(CodeRepositorySchema)
return self.filter_and_paginate(
session=session,
query=query,
table=CodeRepositorySchema,
filter_model=filter_model,
)
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
Raises:
KeyError: If no code repository with the given name exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if existing_repo is None:
raise KeyError(
f"Unable to update code repository with ID "
f"{code_repository_id}: No code repository with this ID "
"found."
)
existing_repo.update(update)
session.add(existing_repo)
session.commit()
return existing_repo.to_model()
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
Raises:
KeyError: If no code repository with the given ID exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if existing_repo is None:
raise KeyError(
f"Unable to delete code repository with ID "
f"{code_repository_id}: No code repository with this ID "
"found."
)
session.delete(existing_repo)
session.commit()
# ------------------
# Service Connectors
# ------------------
@staticmethod
def _fail_if_service_connector_with_name_exists_for_user(
name: str,
workspace_id: UUID,
user_id: UUID,
session: Session,
) -> None:
"""Raise an exception if a service connector with same name exists.
Args:
name: The name of the service connector
workspace_id: The ID of the workspace
user_id: The ID of the user
session: The Session
Returns:
None
Raises:
EntityExistsError: If a service connector with the given name is
already owned by the user
"""
assert user_id
# Check if service connector with the same domain key (name, workspace,
# owner) already exists
existing_domain_connector = session.exec(
select(ServiceConnectorSchema)
.where(ServiceConnectorSchema.name == name)
.where(ServiceConnectorSchema.workspace_id == workspace_id)
.where(ServiceConnectorSchema.user_id == user_id)
).first()
if existing_domain_connector is not None:
# Theoretically the user schema is optional, in this case there is
# no way that it will be None
assert existing_domain_connector.user
raise EntityExistsError(
f"Unable to register service connector with name '{name}': "
"Found an existing service connector with the same name in the "
f"same workspace, '{existing_domain_connector.workspace.name}', "
"owned by the same user, "
f"{existing_domain_connector.user.name}'."
)
return None
@staticmethod
def _fail_if_service_connector_with_name_already_shared(
name: str,
workspace_id: UUID,
session: Session,
) -> None:
"""Raise an exception if a service connector with same name is already shared.
Args:
name: The name of the service connector
workspace_id: The ID of the workspace
session: The Session
Raises:
EntityExistsError: If a service connector with the given name is
already shared by another user
"""
# Check if a service connector with the same name is already shared
# within the workspace
is_shared = True
existing_shared_connector = session.exec(
select(ServiceConnectorSchema)
.where(ServiceConnectorSchema.name == name)
.where(ServiceConnectorSchema.workspace_id == workspace_id)
.where(ServiceConnectorSchema.is_shared == is_shared)
).first()
if existing_shared_connector is not None:
raise EntityExistsError(
f"Unable to share service connector with name '{name}': Found "
"an existing shared service connector with the same name in "
f"workspace '{workspace_id}'."
)
def _create_connector_secret(
self,
connector_name: str,
user: UUID,
workspace: UUID,
is_shared: bool,
secrets: Optional[Dict[str, Optional[SecretStr]]],
) -> Optional[UUID]:
"""Creates a new secret to store the service connector secret credentials.
Args:
connector_name: The name of the service connector for which to
create a secret.
user: The ID of the user who owns the service connector.
workspace: The ID of the workspace in which the service connector
is registered.
is_shared: Whether the service connector is shared.
secrets: The secret credentials to store.
Returns:
The ID of the newly created secret or None, if the service connector
does not contain any secret credentials.
Raises:
NotImplementedError: If a secrets store is not configured or
supported.
"""
if not secrets:
return None
if not self.secrets_store:
raise NotImplementedError(
"A secrets store is not configured or supported."
)
# Generate a unique name for the secret
# Replace all non-alphanumeric characters with a dash because
# the secret name must be a valid DNS subdomain name in some
# secrets stores
connector_name = re.sub(r"[^a-zA-Z0-9-]", "-", connector_name)
# Generate unique names using a random suffix until we find a name
# that is not already in use
while True:
secret_name = f"connector-{connector_name}-{random_str(4)}".lower()
existing_secrets = self.secrets_store.list_secrets(
SecretFilterModel(
name=secret_name,
)
)
if not existing_secrets.size:
try:
return self.secrets_store.create_secret(
SecretRequestModel(
name=secret_name,
user=user,
workspace=workspace,
scope=SecretScope.WORKSPACE
if is_shared
else SecretScope.USER,
values=secrets,
)
).id
except KeyError:
# The secret already exists, try again
continue
def _populate_connector_type(
self, *service_connectors: ServiceConnectorResponseModel
) -> None:
"""Populates the connector type of the given service connectors.
If the connector type is not locally available, the connector type
field is left as is.
Args:
service_connectors: The service connectors to populate.
"""
for service_connector in service_connectors:
if not service_connector_registry.is_registered(
service_connector.type
):
continue
service_connector.connector_type = (
service_connector_registry.get_service_connector_type(
service_connector.type
)
)
@track_decorator(AnalyticsEvent.CREATED_SERVICE_CONNECTOR)
def create_service_connector(
self, service_connector: ServiceConnectorRequestModel
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
Raises:
Exception: If anything goes wrong during the creation of the
service connector.
"""
# If the connector type is locally available, we validate the request
# against the connector type schema before storing it in the database
if service_connector_registry.is_registered(service_connector.type):
connector_type = (
service_connector_registry.get_service_connector_type(
service_connector.type
)
)
service_connector.validate_and_configure_resources(
connector_type=connector_type,
resource_types=service_connector.resource_types,
resource_id=service_connector.resource_id,
configuration=service_connector.configuration,
secrets=service_connector.secrets,
)
with Session(self.engine) as session:
self._fail_if_service_connector_with_name_exists_for_user(
name=service_connector.name,
user_id=service_connector.user,
workspace_id=service_connector.workspace,
session=session,
)
if service_connector.is_shared:
self._fail_if_service_connector_with_name_already_shared(
name=service_connector.name,
workspace_id=service_connector.workspace,
session=session,
)
# Create the secret
secret_id = self._create_connector_secret(
connector_name=service_connector.name,
user=service_connector.user,
workspace=service_connector.workspace,
is_shared=service_connector.is_shared,
secrets=service_connector.secrets,
)
try:
# Create the service connector
new_service_connector = ServiceConnectorSchema.from_request(
service_connector,
secret_id=secret_id,
)
session.add(new_service_connector)
session.commit()
session.refresh(new_service_connector)
except Exception:
# Delete the secret if it was created
if secret_id and self.secrets_store:
try:
self.secrets_store.delete_secret(secret_id)
except Exception:
# Ignore any errors that occur while deleting the
# secret
pass
raise
connector = new_service_connector.to_model()
self._populate_connector_type(connector)
return connector
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
Raises:
KeyError: If no service connector with the given ID exists.
"""
with Session(self.engine) as session:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).first()
if service_connector is None:
raise KeyError(
f"Service connector with ID {service_connector_id} not "
"found."
)
connector = service_connector.to_model()
self._populate_connector_type(connector)
return connector
def _list_filtered_service_connectors(
self,
session: Session,
query: Union[
Select[ServiceConnectorSchema],
SelectOfScalar[ServiceConnectorSchema],
],
filter_model: ServiceConnectorFilterModel,
) -> List[ServiceConnectorSchema]:
"""Refine a service connector query.
Applies resource type and label filters to the query.
Args:
session: The database session.
query: The query to filter.
filter_model: The filter model.
Returns:
The filtered list of service connectors.
"""
items: List[ServiceConnectorSchema] = (
session.exec(query).unique().all()
)
# filter out items that don't match the resource type
if filter_model.resource_type:
items = [
item
for item in items
if filter_model.resource_type in item.resource_types_list
]
# filter out items that don't match the labels
if filter_model.labels:
items = [
item for item in items if item.has_labels(filter_model.labels)
]
return items
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
def fetch_connectors(
session: Session,
query: Union[
Select[ServiceConnectorSchema],
SelectOfScalar[ServiceConnectorSchema],
],
filter_model: BaseFilterModel,
) -> List[ServiceConnectorSchema]:
"""Custom fetch function for connector filtering and pagination.
Applies resource type and label filters to the query.
Args:
session: The database session.
query: The query to filter.
filter_model: The filter model.
Returns:
The filtered and paginated results.
"""
assert isinstance(filter_model, ServiceConnectorFilterModel)
items = self._list_filtered_service_connectors(
session=session, query=query, filter_model=filter_model
)
return items
with Session(self.engine) as session:
query = select(ServiceConnectorSchema)
paged_connectors: Page[
ServiceConnectorResponseModel
] = self.filter_and_paginate(
session=session,
query=query,
table=ServiceConnectorSchema,
filter_model=filter_model,
custom_fetch=fetch_connectors,
)
self._populate_connector_type(*paged_connectors.items)
return paged_connectors
def _update_connector_secret(
self,
existing_connector: ServiceConnectorResponseModel,
updated_connector: ServiceConnectorUpdateModel,
) -> Optional[UUID]:
"""Updates the secret for a service connector.
If the secrets field in the service connector update is set (i.e. not
None), the existing secret, if any, is replaced. If the secrets field is
set to an empty dict, the existing secret is deleted.
Args:
existing_connector: Existing service connector for which to update a
secret.
updated_connector: Updated service connector.
Returns:
The ID of the updated secret or None, if the new service connector
does not contain any secret credentials.
Raises:
NotImplementedError: If a secrets store is not configured or
supported.
"""
if not self.secrets_store:
raise NotImplementedError(
"A secrets store is not configured or supported."
)
is_shared = (
existing_connector.is_shared
if updated_connector.is_shared is None
else updated_connector.is_shared
)
scope_changed = is_shared != existing_connector.is_shared
if updated_connector.secrets is None:
if scope_changed and existing_connector.secret_id:
# Update the scope of the existing secret
self.secrets_store.update_secret(
secret_id=existing_connector.secret_id,
secret_update=SecretUpdateModel( # type: ignore[call-arg]
scope=SecretScope.WORKSPACE
if is_shared
else SecretScope.USER,
),
)
# If the connector update does not contain a secrets update, keep
# the existing secret (if any)
return existing_connector.secret_id
# Delete the existing secret (if any), to be replaced by the new secret
if existing_connector.secret_id:
try:
self.secrets_store.delete_secret(existing_connector.secret_id)
except KeyError:
# Ignore if the secret no longer exists
pass
# If the new service connector does not contain any secret credentials,
# return None
if not updated_connector.secrets:
return None
assert existing_connector.user is not None
# A secret does not exist yet, create a new one
return self._create_connector_secret(
connector_name=updated_connector.name or existing_connector.name,
user=existing_connector.user.id,
workspace=existing_connector.workspace.id,
is_shared=is_shared,
secrets=updated_connector.secrets,
)
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
Raises:
KeyError: If no service connector with the given ID exists.
IllegalOperationError: If the service connector is referenced by
one or more stack components and the update would change the
connector type, resource type or resource ID.
"""
with Session(self.engine) as session:
existing_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).first()
if existing_connector is None:
raise KeyError(
f"Unable to update service connector with ID "
f"'{service_connector_id}': Found no existing service "
"connector with this ID."
)
# In case of a renaming update, make sure no service connector uses
# that name already
if update.name:
if (
existing_connector.name != update.name
and existing_connector.user_id is not None
):
self._fail_if_service_connector_with_name_exists_for_user(
name=update.name,
workspace_id=existing_connector.workspace_id,
user_id=existing_connector.user_id,
session=session,
)
# Check if service connector update makes the service connector a
# shared service connector
# In that case, check if a service connector with the same name is
# already shared within the workspace
if update.is_shared is not None:
if not existing_connector.is_shared and update.is_shared:
self._fail_if_service_connector_with_name_already_shared(
name=update.name or existing_connector.name,
workspace_id=existing_connector.workspace_id,
session=session,
)
existing_connector_model = existing_connector.to_model()
if len(existing_connector.components):
# If the service connector is already used in one or more
# stack components, the update is no longer allowed to change
# the service connector's authentication method, connector type,
# resource type, or resource ID
if (
update.connector_type
and update.type != existing_connector_model.connector_type
):
raise IllegalOperationError(
"The service type of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
if (
update.auth_method
and update.auth_method
!= existing_connector_model.auth_method
):
raise IllegalOperationError(
"The authentication method of a service connector that "
"is already actively used in one or more stack "
"components cannot be changed."
)
if (
update.resource_types
and update.resource_types
!= existing_connector_model.resource_types
):
raise IllegalOperationError(
"The resource type of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
# The resource ID field cannot be used as a partial update: if
# set to None, the existing resource ID is also removed
if update.resource_id != existing_connector_model.resource_id:
raise IllegalOperationError(
"The resource ID of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
# If the connector type is locally available, we validate the update
# against the connector type schema before storing it in the
# database
if service_connector_registry.is_registered(
existing_connector.connector_type
):
connector_type = (
service_connector_registry.get_service_connector_type(
existing_connector.connector_type
)
)
# We need the auth method to be set to be able to validate the
# configuration
update.auth_method = (
update.auth_method or existing_connector_model.auth_method
)
# Validate the configuration update. If the configuration or
# secrets fields are set, together they are merged into a
# full configuration that is validated against the connector
# type schema and replaces the existing configuration and
# secrets values
update.validate_and_configure_resources(
connector_type=connector_type,
resource_types=update.resource_types,
resource_id=update.resource_id,
configuration=update.configuration,
secrets=update.secrets,
)
# Update secret
secret_id = self._update_connector_secret(
existing_connector=existing_connector_model,
updated_connector=update,
)
existing_connector.update(
connector_update=update, secret_id=secret_id
)
session.add(existing_connector)
session.commit()
connector = existing_connector.to_model()
self._populate_connector_type(connector)
return connector
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
Raises:
KeyError: If no service connector with the given ID exists.
IllegalOperationError: If the service connector is still referenced
by one or more stack components.
"""
with Session(self.engine) as session:
try:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).one()
if service_connector is None:
raise KeyError(
f"Service connector with ID {service_connector_id} not "
"found."
)
if len(service_connector.components) > 0:
raise IllegalOperationError(
f"Service connector with ID {service_connector_id} "
f"cannot be deleted as it is still referenced by "
f"{len(service_connector.components)} "
"stack components. Before deleting this service "
"connector, make sure to remove it from all stack "
"components."
)
else:
session.delete(service_connector)
if service_connector.secret_id and self.secrets_store:
try:
self.secrets_store.delete_secret(
service_connector.secret_id
)
except KeyError:
# If the secret doesn't exist anymore, we can ignore
# this error
pass
except NoResultFound as error:
raise KeyError from error
session.commit()
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector is returned.
Returns:
The list of resources that the service connector configuration has
access to.
"""
connector_instance = service_connector_registry.instantiate_connector(
model=service_connector
)
return connector_instance.verify(list_resources=list_resources)
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
"""
connector = self.get_service_connector(service_connector_id)
connector_instance = service_connector_registry.instantiate_connector(
model=connector
)
return connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
list_resources=list_resources,
)
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
"""
connector = self.get_service_connector(service_connector_id)
connector_instance = service_connector_registry.instantiate_connector(
model=connector
)
# Fetch the connector client
connector_client = connector_instance.get_connector_client(
resource_type=resource_type,
resource_id=resource_id,
)
# Return the model for the connector client
connector = connector_client.to_response_model(
user=connector.user,
workspace=connector.workspace,
is_shared=connector.is_shared,
description=connector.description,
labels=connector.labels,
)
self._populate_connector_type(connector)
return connector
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
user = self.get_user(user_name_or_id)
workspace = self.get_workspace(workspace_name_or_id)
connector_filter_model = ServiceConnectorFilterModel(
connector_type=connector_type,
resource_type=resource_type,
is_shared=True,
workspace_id=workspace.id,
)
shared_connectors = self.list_service_connectors(
filter_model=connector_filter_model
).items
connector_filter_model = ServiceConnectorFilterModel(
connector_type=connector_type,
resource_type=resource_type,
is_shared=False,
user_id=user.id,
workspace_id=workspace.id,
)
private_connectors = self.list_service_connectors(
filter_model=connector_filter_model
).items
resource_list: List[ServiceConnectorResourcesModel] = []
for connector in list(shared_connectors) + list(private_connectors):
if not service_connector_registry.is_registered(connector.type):
# For connectors that we can instantiate, i.e. those that have a
# connector type available locally, we return complete
# information about the resources that they have access to.
#
# For those that are not locally available, we only return
# rudimentary information extracted from the connector model
# without actively trying to discover the resources that they
# have access to.
if resource_id and connector.resource_id != resource_id:
# If an explicit resource ID is required, the connector
# has to be configured with it.
continue
resources = (
ServiceConnectorResourcesModel.from_connector_model(
connector,
resource_type=resource_type,
)
)
for r in resources.resources:
if not r.resource_ids:
r.error = (
f"The service '{connector.type}' connector type is "
"not available."
)
else:
try:
connector_instance = (
service_connector_registry.instantiate_connector(
model=connector
)
)
resources = connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
list_resources=True,
)
except (ValueError, AuthorizationException) as e:
error = (
f'Failed to fetch {resource_type or "available"} '
f"resources from service connector {connector.name}/"
f"{connector.id}: {e}"
)
# Log an exception if debug logging is enabled
if logger.isEnabledFor(logging.DEBUG):
logger.exception(error)
else:
logger.error(error)
continue
resource_list.append(resources)
return resource_list
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
return service_connector_registry.list_service_connector_types(
connector_type=connector_type,
resource_type=resource_type,
auth_method=auth_method,
)
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
"""
return service_connector_registry.get_service_connector_type(
connector_type
)
# ------------------
# Authorized Devices
# ------------------
def create_authorized_device(
self, device: OAuthDeviceInternalRequestModel
) -> OAuthDeviceInternalResponseModel:
"""Creates a new OAuth 2.0 authorized device.
Args:
device: The device to be created.
Returns:
The newly created device.
Raises:
EntityExistsError: If a device for the same client ID already
exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.client_id == device.client_id
)
).first()
if existing_device is not None:
raise EntityExistsError(
f"Unable to create device with client ID "
f"'{device.client_id}': A device with this client ID "
"already exists."
)
(
new_device,
user_code,
device_code,
) = OAuthDeviceSchema.from_request(device)
session.add(new_device)
session.commit()
session.refresh(new_device)
device_model = new_device.to_internal_model()
# Replace the hashed user code with the original user code
device_model.user_code = user_code
# Replace the hashed device code with the original device code
device_model.device_code = device_code
return device_model
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if device is None:
raise KeyError(
f"Unable to get device with ID {device_id}: No device with "
"this ID found."
)
return device.to_model()
def get_internal_authorized_device(
self,
device_id: Optional[UUID] = None,
client_id: Optional[UUID] = None,
) -> OAuthDeviceInternalResponseModel:
"""Gets a specific OAuth 2.0 authorized device for internal use.
Args:
client_id: The client ID of the device to get.
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given client ID exists.
ValueError: If neither device ID nor client ID are provided.
"""
with Session(self.engine) as session:
if device_id is not None:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
elif client_id is not None:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.client_id == client_id
)
).first()
else:
raise ValueError(
"Either device ID or client ID must be provided."
)
if device is None:
raise KeyError(
f"Unable to get device with client ID {client_id}: No "
"device with this client ID found."
)
return device.to_internal_model()
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
with Session(self.engine) as session:
query = select(OAuthDeviceSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=OAuthDeviceSchema,
filter_model=filter_model,
)
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to update device with ID {device_id}: No "
"device with this ID found."
)
existing_device.update(update)
session.add(existing_device)
session.commit()
return existing_device.to_model()
def update_internal_authorized_device(
self, device_id: UUID, update: OAuthDeviceInternalUpdateModel
) -> OAuthDeviceInternalResponseModel:
"""Updates an existing OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to update device with ID {device_id}: No device "
"with this ID found."
)
(
_,
user_code,
device_code,
) = existing_device.internal_update(update)
session.add(existing_device)
session.commit()
device_model = existing_device.to_internal_model()
if user_code:
# Replace the hashed user code with the original user code
device_model.user_code = user_code
if device_code:
# Replace the hashed device code with the original device code
device_model.device_code = device_code
return device_model
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to delete device with ID {device_id}: No device "
"with this ID found."
)
session.delete(existing_device)
session.commit()
def delete_expired_authorized_devices(self) -> None:
"""Deletes all expired OAuth 2.0 authorized devices."""
with Session(self.engine) as session:
expired_devices = session.exec(
select(OAuthDeviceSchema).where(OAuthDeviceSchema.user is None)
).all()
for device in expired_devices:
# Delete devices that have have expired
if (
device.expires is not None
and device.expires < datetime.now()
and device.user_id is None
):
session.delete(device)
session.commit()
# =======================
# Internal helper methods
# =======================
def _count_entity(
self, schema: Type[BaseSchema], workspace_id: Optional[UUID]
) -> int:
"""Return count of a given entity, optionally scoped to workspace.
Args:
schema: Schema of the Entity
workspace_id: (Optional) ID of the workspace scope
Returns:
Count of the entity as integer.
"""
with Session(self.engine) as session:
query = session.query(func.count(schema.id))
if workspace_id and hasattr(schema, "workspace_id"):
query = query.filter(schema.workspace_id == workspace_id)
entity_count = query.scalar()
return int(entity_count)
@staticmethod
def _get_schema_by_name_or_id(
object_name_or_id: Union[str, UUID],
schema_class: Type[AnyNamedSchema],
schema_name: str,
session: Session,
) -> AnyNamedSchema:
"""Query a schema by its 'name' or 'id' field.
Args:
object_name_or_id: The name or ID of the object to query.
schema_class: The schema class to query. E.g., `WorkspaceSchema`.
schema_name: The name of the schema used for error messages.
E.g., "workspace".
session: The database session to use.
Returns:
The schema object.
Raises:
KeyError: if the object couldn't be found.
ValueError: if the schema_name isn't provided.
"""
if object_name_or_id is None:
raise ValueError(
f"Unable to get {schema_name}: No {schema_name} ID or name "
"provided."
)
if uuid_utils.is_valid_uuid(object_name_or_id):
filter_params = schema_class.id == object_name_or_id
error_msg = (
f"Unable to get {schema_name} with name or ID "
f"'{object_name_or_id}': No {schema_name} with this ID found."
)
else:
filter_params = schema_class.name == object_name_or_id
error_msg = (
f"Unable to get {schema_name} with name or ID "
f"'{object_name_or_id}': '{object_name_or_id}' is not a valid "
f" UUID and no {schema_name} with this name exists."
)
schema = session.exec(
select(schema_class).where(filter_params)
).first()
if schema is None:
raise KeyError(error_msg)
return schema
def _get_workspace_schema(
self,
workspace_name_or_id: Union[str, UUID],
session: Session,
) -> WorkspaceSchema:
"""Gets a workspace schema by name or ID.
This is a helper method that is used in various places to find the
workspace associated to some other object.
Args:
workspace_name_or_id: The name or ID of the workspace to get.
session: The database session to use.
Returns:
The workspace schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=workspace_name_or_id,
schema_class=WorkspaceSchema,
schema_name="workspace",
session=session,
)
def _get_user_schema(
self,
user_name_or_id: Union[str, UUID],
session: Session,
) -> UserSchema:
"""Gets a user schema by name or ID.
This is a helper method that is used in various places to find the
user associated to some other object.
Args:
user_name_or_id: The name or ID of the user to get.
session: The database session to use.
Returns:
The user schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=user_name_or_id,
schema_class=UserSchema,
schema_name="user",
session=session,
)
def _get_team_schema(
self,
team_name_or_id: Union[str, UUID],
session: Session,
) -> TeamSchema:
"""Gets a team schema by name or ID.
This is a helper method that is used in various places to find a team
by its name or ID.
Args:
team_name_or_id: The name or ID of the team to get.
session: The database session to use.
Returns:
The team schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=team_name_or_id,
schema_class=TeamSchema,
schema_name="team",
session=session,
)
def _get_role_schema(
self,
role_name_or_id: Union[str, UUID],
session: Session,
) -> RoleSchema:
"""Gets a role schema by name or ID.
This is a helper method that is used in various places to find a role
by its name or ID.
Args:
role_name_or_id: The name or ID of the role to get.
session: The database session to use.
Returns:
The role schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=role_name_or_id,
schema_class=RoleSchema,
schema_name="role",
session=session,
)
def _get_run_schema(
self,
run_name_or_id: Union[str, UUID],
session: Session,
) -> PipelineRunSchema:
"""Gets a run schema by name or ID.
This is a helper method that is used in various places to find a run
by its name or ID.
Args:
run_name_or_id: The name or ID of the run to get.
session: The database session to use.
Returns:
The run schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=run_name_or_id,
schema_class=PipelineRunSchema,
schema_name="run",
session=session,
)
def _get_model_schema(
self,
model_name_or_id: Union[str, UUID],
session: Session,
) -> ModelSchema:
"""Gets a model schema by name or ID.
This is a helper method that is used in various places to find a run
by its name or ID.
Args:
model_name_or_id: The name or ID of the run to get.
session: The database session to use.
Returns:
The model schema.
"""
return self._get_schema_by_name_or_id(
object_name_or_id=model_name_or_id,
schema_class=ModelSchema,
schema_name="model",
session=session,
)
@staticmethod
def _create_or_reuse_code_reference(
session: Session,
workspace_id: UUID,
code_reference: Optional["CodeReferenceRequestModel"],
) -> Optional[UUID]:
"""Creates or reuses a code reference.
Args:
session: The database session to use.
workspace_id: ID of the workspace in which the code reference
should be.
code_reference: Request of the reference to create.
Returns:
The code reference ID.
"""
if not code_reference:
return None
existing_reference = session.exec(
select(CodeReferenceSchema)
.where(CodeReferenceSchema.workspace_id == workspace_id)
.where(
CodeReferenceSchema.code_repository_id
== code_reference.code_repository
)
.where(CodeReferenceSchema.commit == code_reference.commit)
.where(
CodeReferenceSchema.subdirectory == code_reference.subdirectory
)
).first()
if existing_reference is not None:
return existing_reference.id
new_reference = CodeReferenceSchema.from_request(
code_reference, workspace_id=workspace_id
)
session.add(new_reference)
return new_reference.id
########
# Model
########
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
with Session(self.engine) as session:
existing_model = session.exec(
select(ModelSchema).where(ModelSchema.name == model.name)
).first()
if existing_model is not None:
raise EntityExistsError(
f"Unable to create model {model.name}: "
"A model with this name already exists."
)
model_schema = ModelSchema.from_request(model)
session.add(model_schema)
session.commit()
return ModelSchema.to_model(model_schema)
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Raises:
KeyError: specified ID or name not found.
Returns:
The model of interest.
"""
with Session(self.engine) as session:
model = self._get_model_schema(
model_name_or_id=model_name_or_id, session=session
)
if model is None:
raise KeyError(
f"Unable to get model with ID `{model_name_or_id}`: "
f"No model with this ID found."
)
return ModelSchema.to_model(model)
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
with Session(self.engine) as session:
query = select(ModelSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ModelSchema,
filter_model=model_filter_model,
)
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self._get_model_schema(
model_name_or_id=model_name_or_id, session=session
)
if model is None:
raise KeyError(
f"Unable to delete model with ID `{model_name_or_id}`: "
f"No model with this ID found."
)
session.delete(model)
session.commit()
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Raises:
KeyError: specified ID not found.
Returns:
The updated model.
"""
with Session(self.engine) as session:
existing_model = session.exec(
select(ModelSchema).where(ModelSchema.id == model_id)
).first()
if not existing_model:
raise KeyError(f"Model with ID {model_id} not found.")
existing_model.update(model_update=model_update)
session.add(existing_model)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_model)
return existing_model.to_model()
#################
# Model Versions
#################
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
Raises:
ValueError: If `number` is not None during model version creation.
EntityExistsError: If a workspace with the given name already exists.
"""
if model_version.number is not None:
raise ValueError(
"`number` field must be None during model version creation."
)
with Session(self.engine) as session:
model = self.get_model(model_version.model)
existing_model_version = session.exec(
select(ModelVersionSchema)
.where(ModelVersionSchema.model_id == model.id)
.where(ModelVersionSchema.name == model_version.name)
).first()
if existing_model_version is not None:
raise EntityExistsError(
f"Unable to create model version {model_version.name}: "
f"A model version with this name already exists in {model.name} model."
)
all_versions = session.exec(
select(ModelVersionSchema)
.where(ModelVersionSchema.model_id == model.id)
.order_by(ModelVersionSchema.created.desc()) # type: ignore[attr-defined]
).first()
model_version.number = (
all_versions.number + 1 if all_versions else 1
)
model_version_schema = ModelVersionSchema.from_request(
model_version
)
session.add(model_version_schema)
session.commit()
mv = ModelVersionSchema.to_model(model_version_schema)
return mv
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self.get_model(model_name_or_id)
query = select(ModelVersionSchema).where(
ModelVersionSchema.model_id == model.id
)
if (
model_version_name_or_number_or_id is None
or model_version_name_or_number_or_id
== LATEST_MODEL_VERSION_PLACEHOLDER
):
query = query.order_by(ModelVersionSchema.created.desc()) # type: ignore[attr-defined]
elif model_version_name_or_number_or_id in [
stage.value for stage in ModelStages
]:
query = query.where(
ModelVersionSchema.stage
== model_version_name_or_number_or_id
)
elif isinstance(model_version_name_or_number_or_id, int):
query = query.where(
ModelVersionSchema.number
== model_version_name_or_number_or_id
)
else:
try:
UUID(str(model_version_name_or_number_or_id))
query = query.where(
ModelVersionSchema.id
== model_version_name_or_number_or_id
)
except ValueError:
query = query.where(
ModelVersionSchema.name
== model_version_name_or_number_or_id
)
model_version = session.exec(query).first()
if model_version is None:
raise KeyError(
f"Unable to get model version with identifier `{model_version_name_or_number_or_id}`: "
f"No model version with this identifier found."
)
return ModelVersionSchema.to_model(model_version)
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
with Session(self.engine) as session:
query = select(ModelVersionSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ModelVersionSchema,
filter_model=model_version_filter_model,
)
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self.get_model(model_name_or_id)
query = select(ModelVersionSchema).where(
ModelVersionSchema.model_id == model.id
)
try:
UUID(str(model_version_name_or_id))
query = query.where(
ModelVersionSchema.id == model_version_name_or_id
)
except ValueError:
query = query.where(
ModelVersionSchema.name == model_version_name_or_id
)
model_version = session.exec(query).first()
if model_version is None:
raise KeyError(
f"Unable to delete model version with name `{model_version_name_or_id}`: "
f"No model version with this name found."
)
session.delete(model_version)
session.commit()
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
Raises:
KeyError: If the model version not found
RuntimeError: If there is a model version with target stage, but `force` flag is off
"""
with Session(self.engine) as session:
existing_model_version = session.exec(
select(ModelVersionSchema)
.where(
ModelVersionSchema.model_id
== model_version_update_model.model
)
.where(ModelVersionSchema.id == model_version_id)
).first()
if not existing_model_version:
raise KeyError(f"Model version {model_version_id} not found.")
stage = None
if (stage_ := model_version_update_model.stage) is not None:
stage = getattr(stage_, "value", stage_)
existing_model_version_in_target_stage = session.exec(
select(ModelVersionSchema)
.where(
ModelVersionSchema.model_id
== model_version_update_model.model
)
.where(ModelVersionSchema.stage == stage)
).first()
if (
existing_model_version_in_target_stage is not None
and existing_model_version_in_target_stage.id
!= existing_model_version.id
):
if not model_version_update_model.force:
raise RuntimeError(
f"Model version {existing_model_version_in_target_stage.name} is "
f"in {stage}, but `force` flag is False."
)
else:
existing_model_version_in_target_stage.update(
target_stage=ModelStages.ARCHIVED.value
)
session.add(existing_model_version_in_target_stage)
logger.info(
f"Model version {existing_model_version_in_target_stage.name} has been set to {ModelStages.ARCHIVED.value}."
)
existing_model_version.update(
target_stage=stage,
target_name=model_version_update_model.name,
)
session.add(existing_model_version)
session.commit()
session.refresh(existing_model_version)
return existing_model_version.to_model()
###########################
# Model Versions Artifacts
###########################
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
Raises:
EntityExistsError: If a link with the given name already exists.
"""
with Session(self.engine) as session:
collision_msg = (
"Unable to create model version link {name}: "
"An artifact with same ID is already tracked in {version} model version "
"with the same name. It has to be deleted first."
)
existing_model_version_artifact_link_in_other_name = session.exec(
select(ModelVersionArtifactSchema)
.where(
and_(
or_(
ModelVersionArtifactSchema.name
!= model_version_artifact_link.name,
ModelVersionArtifactSchema.pipeline_name
!= model_version_artifact_link.pipeline_name,
ModelVersionArtifactSchema.step_name
!= model_version_artifact_link.step_name,
),
ModelVersionArtifactSchema.artifact_id
== model_version_artifact_link.artifact,
)
)
.where(
ModelVersionArtifactSchema.model_version_id
== model_version_artifact_link.model_version
)
).first()
if existing_model_version_artifact_link_in_other_name is not None:
raise EntityExistsError(
collision_msg.format(
name=existing_model_version_artifact_link_in_other_name.name,
version=existing_model_version_artifact_link_in_other_name.model_version,
)
)
existing_model_version_artifact_link = session.exec(
select(ModelVersionArtifactSchema)
.where(
ModelVersionArtifactSchema.model_version_id
== model_version_artifact_link.model_version
)
.where(
or_(
and_(
ModelVersionArtifactSchema.name
== model_version_artifact_link.name,
ModelVersionArtifactSchema.pipeline_name
== model_version_artifact_link.pipeline_name,
ModelVersionArtifactSchema.step_name
== model_version_artifact_link.step_name,
),
ModelVersionArtifactSchema.artifact_id
== model_version_artifact_link.artifact,
)
)
.order_by(ModelVersionArtifactSchema.version.desc()) # type: ignore[attr-defined]
).first()
if existing_model_version_artifact_link is not None:
if model_version_artifact_link.overwrite:
raise EntityExistsError(
collision_msg.format(
name=existing_model_version_artifact_link.name,
version=existing_model_version_artifact_link.model_version,
)
)
elif (
model_version_artifact_link.artifact
== existing_model_version_artifact_link.artifact_id
):
return ModelVersionArtifactSchema.to_model(
existing_model_version_artifact_link
)
if (
model_version_artifact_link.name is None
or model_version_artifact_link.pipeline_name is None
or model_version_artifact_link.step_name is None
):
artifact = self.get_artifact(
model_version_artifact_link.artifact
)
model_version_artifact_link.name = (
model_version_artifact_link.name or artifact.name
)
version = 1
if existing_model_version_artifact_link is not None:
version = existing_model_version_artifact_link.version + 1
model_version_artifact_link_schema = (
ModelVersionArtifactSchema.from_request(
model_version_artifact_request=model_version_artifact_link,
version=version,
)
)
session.add(model_version_artifact_link_schema)
session.commit()
mvl = ModelVersionArtifactSchema.to_model(
model_version_artifact_link_schema
)
return mvl
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
with Session(self.engine) as session:
# issue: https://github.com/tiangolo/sqlmodel/issues/109
if model_version_artifact_link_filter_model.only_artifacts:
query = (
select(ModelVersionArtifactSchema)
.where(
ModelVersionArtifactSchema.is_model_object
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.is_deployment
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
elif model_version_artifact_link_filter_model.only_deployments:
query = (
select(ModelVersionArtifactSchema)
.where(ModelVersionArtifactSchema.is_deployment)
.where(
ModelVersionArtifactSchema.is_model_object
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
elif model_version_artifact_link_filter_model.only_model_objects:
query = (
select(ModelVersionArtifactSchema)
.where(ModelVersionArtifactSchema.is_model_object)
.where(
ModelVersionArtifactSchema.is_deployment
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
else:
query = select(ModelVersionArtifactSchema)
model_version_artifact_link_filter_model.only_artifacts = None
model_version_artifact_link_filter_model.only_deployments = None
model_version_artifact_link_filter_model.only_model_objects = None
return self.filter_and_paginate(
session=session,
query=query,
table=ModelVersionArtifactSchema,
filter_model=model_version_artifact_link_filter_model,
)
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
self.get_model(model_name_or_id)
model_version = self.get_model_version(
model_name_or_id, model_version_name_or_id
)
query = select(ModelVersionArtifactSchema).where(
ModelVersionArtifactSchema.model_version_id == model_version.id
)
try:
UUID(str(model_version_artifact_link_name_or_id))
query = query.where(
ModelVersionArtifactSchema.id
== model_version_artifact_link_name_or_id
)
except ValueError:
query = query.where(
ModelVersionArtifactSchema.name
== model_version_artifact_link_name_or_id
)
model_version_artifact_link = session.exec(query).first()
if model_version_artifact_link is None:
raise KeyError(
f"Unable to delete model version link with name `{model_version_artifact_link_name_or_id}`: "
f"No model version link with this name found."
)
session.delete(model_version_artifact_link)
session.commit()
###############################
# Model Versions Pipeline Runs
###############################
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
with Session(self.engine) as session:
existing_model_version_pipeline_run_link = session.exec(
select(ModelVersionPipelineRunSchema)
.where(
ModelVersionPipelineRunSchema.model_version_id
== model_version_pipeline_run_link.model_version
)
.where(
or_(
ModelVersionPipelineRunSchema.pipeline_run_id
== model_version_pipeline_run_link.pipeline_run,
ModelVersionPipelineRunSchema.name
== model_version_pipeline_run_link.name,
)
)
).first()
if existing_model_version_pipeline_run_link is not None:
return ModelVersionPipelineRunSchema.to_model(
existing_model_version_pipeline_run_link
)
if model_version_pipeline_run_link.name is None:
model_version_pipeline_run_link.name = self.get_run(
model_version_pipeline_run_link.pipeline_run
).name
model_version_pipeline_run_link_schema = (
ModelVersionPipelineRunSchema.from_request(
model_version_pipeline_run_link
)
)
session.add(model_version_pipeline_run_link_schema)
session.commit()
mvl = ModelVersionPipelineRunSchema.to_model(
model_version_pipeline_run_link_schema
)
return mvl
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
with Session(self.engine) as session:
return self.filter_and_paginate(
session=session,
query=select(ModelVersionPipelineRunSchema),
table=ModelVersionPipelineRunSchema,
filter_model=model_version_pipeline_run_link_filter_model,
)
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
Raises:
KeyError: specified ID not found.
"""
with Session(self.engine) as session:
self.get_model(model_name_or_id)
model_version = self.get_model_version(
model_name_or_id, model_version_name_or_id
)
query = select(ModelVersionPipelineRunSchema).where(
ModelVersionPipelineRunSchema.model_version_id
== model_version.id
)
try:
UUID(str(model_version_pipeline_run_link_name_or_id))
query = query.where(
ModelVersionPipelineRunSchema.id
== model_version_pipeline_run_link_name_or_id
)
except ValueError:
query = query.where(
ModelVersionPipelineRunSchema.name
== model_version_pipeline_run_link_name_or_id
)
model_version_pipeline_run_link = session.exec(query).first()
if model_version_pipeline_run_link is None:
raise KeyError(
f"Unable to delete model version link with name `{model_version_pipeline_run_link_name_or_id}`: "
f"No model version link with this name found."
)
session.delete(model_version_pipeline_run_link)
session.commit()
alembic: Alembic
property
readonly
The Alembic wrapper.
Returns:
| Type | Description |
|---|---|
Alembic |
The Alembic wrapper. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the store is not initialized. |
engine: Engine
property
readonly
The SQLAlchemy engine.
Returns:
| Type | Description |
|---|---|
Engine |
The SQLAlchemy engine. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If the store is not initialized. |
CONFIG_TYPE (StoreConfiguration)
pydantic-model
SQL ZenML store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
StoreType |
The type of the store. |
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The configuration of the secrets store to use. This defaults to a SQL secrets store that extends the SQL ZenML store. |
driver |
Optional[zenml.zen_stores.sql_zen_store.SQLDatabaseDriver] |
The SQL database driver. |
database |
Optional[str] |
database name. If not already present on the server, it will be created automatically on first access. |
username |
Optional[str] |
The database username. |
password |
Optional[str] |
The database password. |
ssl_ca |
Optional[str] |
certificate authority certificate. Required for SSL enabled authentication if the CA certificate is not part of the certificates shipped by the operating system. |
ssl_cert |
Optional[str] |
client certificate. Required for SSL enabled authentication if client certificates are used. |
ssl_key |
Optional[str] |
client certificate private key. Required for SSL enabled if client certificates are used. |
ssl_verify_server_cert |
bool |
set to verify the identity of the server against the provided server certificate. |
pool_size |
int |
The maximum number of connections to keep in the SQLAlchemy pool. |
max_overflow |
int |
The maximum number of connections to allow in the SQLAlchemy pool in addition to the pool_size. |
pool_pre_ping |
bool |
Enable emitting a test statement on the SQL connection at the start of each connection pool checkout, to test that the database connection is still viable. |
Source code in zenml/zen_stores/sql_zen_store.py
class SqlZenStoreConfiguration(StoreConfiguration):
"""SQL ZenML store configuration.
Attributes:
type: The type of the store.
secrets_store: The configuration of the secrets store to use.
This defaults to a SQL secrets store that extends the SQL ZenML
store.
driver: The SQL database driver.
database: database name. If not already present on the server, it will
be created automatically on first access.
username: The database username.
password: The database password.
ssl_ca: certificate authority certificate. Required for SSL
enabled authentication if the CA certificate is not part of the
certificates shipped by the operating system.
ssl_cert: client certificate. Required for SSL enabled
authentication if client certificates are used.
ssl_key: client certificate private key. Required for SSL
enabled if client certificates are used.
ssl_verify_server_cert: set to verify the identity of the server
against the provided server certificate.
pool_size: The maximum number of connections to keep in the SQLAlchemy
pool.
max_overflow: The maximum number of connections to allow in the
SQLAlchemy pool in addition to the pool_size.
pool_pre_ping: Enable emitting a test statement on the SQL connection
at the start of each connection pool checkout, to test that the
database connection is still viable.
"""
type: StoreType = StoreType.SQL
secrets_store: Optional[SecretsStoreConfiguration] = None
driver: Optional[SQLDatabaseDriver] = None
database: Optional[str] = None
username: Optional[str] = None
password: Optional[str] = None
ssl_ca: Optional[str] = None
ssl_cert: Optional[str] = None
ssl_key: Optional[str] = None
ssl_verify_server_cert: bool = False
pool_size: int = 20
max_overflow: int = 20
pool_pre_ping: bool = True
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store is initialized with a default SQL secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
"""
if secrets_store is None:
secrets_store = SqlSecretsStoreConfiguration()
return secrets_store
@root_validator(pre=True)
def _remove_grpc_attributes(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Removes old GRPC attributes.
Args:
values: All model attribute values.
Returns:
The model attribute values
"""
grpc_attribute_keys = [
"grpc_metadata_host",
"grpc_metadata_port",
"grpc_metadata_ssl_ca",
"grpc_metadata_ssl_key",
"grpc_metadata_ssl_cert",
]
grpc_values = [values.pop(key, None) for key in grpc_attribute_keys]
if any(grpc_values):
logger.warning(
"The GRPC attributes %s are unused and will be removed soon. "
"Please remove them from SQLZenStore configuration. This will "
"become an error in future versions of ZenML."
)
return values
@root_validator
def _validate_url(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validate the SQL URL.
The validator also moves the MySQL username, password and database
parameters from the URL into the other configuration arguments, if they
are present in the URL.
Args:
values: The values to validate.
Returns:
The validated values.
Raises:
ValueError: If the URL is invalid or the SQL driver is not
supported.
"""
url = values.get("url")
if url is None:
return values
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
try:
sql_url = make_url(url)
except ArgumentError as e:
raise ValueError(
"Invalid SQL URL `%s`: %s. The URL must be in the format "
"`driver://[[username:password@]hostname:port]/database["
"?<extra-args>]`.",
url,
str(e),
)
if sql_url.drivername not in SQLDatabaseDriver.values():
raise ValueError(
"Invalid SQL driver value `%s`: The driver must be one of: %s.",
url,
", ".join(SQLDatabaseDriver.values()),
)
values["driver"] = SQLDatabaseDriver(sql_url.drivername)
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
if (
sql_url.username
or sql_url.password
or sql_url.query
or sql_url.database is None
):
raise ValueError(
"Invalid SQLite URL `%s`: The URL must be in the "
"format `sqlite:///path/to/database.db`.",
url,
)
if values.get("username") or values.get("password"):
raise ValueError(
"Invalid SQLite configuration: The username and password "
"must not be set",
url,
)
values["database"] = sql_url.database
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
if sql_url.username:
values["username"] = sql_url.username
sql_url = sql_url._replace(username=None)
if sql_url.password:
values["password"] = sql_url.password
sql_url = sql_url._replace(password=None)
if sql_url.database:
values["database"] = sql_url.database
sql_url = sql_url._replace(database=None)
if sql_url.query:
for k, v in sql_url.query.items():
if k == "ssl_ca":
values["ssl_ca"] = v
elif k == "ssl_cert":
values["ssl_cert"] = v
elif k == "ssl_key":
values["ssl_key"] = v
elif k == "ssl_verify_server_cert":
values["ssl_verify_server_cert"] = v
else:
raise ValueError(
"Invalid MySQL URL query parameter `%s`: The "
"parameter must be one of: ssl_ca, ssl_cert, "
"ssl_key, or ssl_verify_server_cert.",
k,
)
sql_url = sql_url._replace(query={})
database = values.get("database")
if (
not values.get("username")
or not values.get("password")
or not database
):
raise ValueError(
"Invalid MySQL configuration: The username, password and "
"database must be set in the URL or as configuration "
"attributes",
)
regexp = r"^[^\\/?%*:|\"<>.-]{1,64}$"
match = re.match(regexp, database)
if not match:
raise ValueError(
f"The database name does not conform to the required "
f"format "
f"rules ({regexp}): {database}"
)
# Save the certificates in a secure location on disk
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
content = values.get(key)
if content and not os.path.isfile(content):
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, f"{key}.pem")
with open(file_path, "w") as f:
f.write(content)
file_path.chmod(0o600)
values[key] = str(file_path)
values["url"] = str(sql_url)
return values
@staticmethod
def get_local_url(path: str) -> str:
"""Get a local SQL url for a given local path.
Args:
path: The path to the local sqlite file.
Returns:
The local SQL url for the given path.
"""
return f"sqlite:///{path}/{ZENML_SQLITE_DB_FILENAME}"
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return make_url(url).drivername in SQLDatabaseDriver.values()
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
file_path = getattr(self, key, None)
if file_path and os.path.isfile(file_path):
with open(file_path, "r") as f:
setattr(self, key, f.read())
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, SqlZenStoreConfiguration)
config = config.copy()
if config.driver == SQLDatabaseDriver.MYSQL:
# Load the certificate values back into the configuration
config.expand_certificates()
elif config.driver == SQLDatabaseDriver.SQLITE:
if load_config_path:
config.url = cls.get_local_url(str(load_config_path))
else:
config.url = cls.get_local_url(config_path)
return config
def get_sqlmodel_config(
self,
) -> Tuple[str, Dict[str, Any], Dict[str, Any]]:
"""Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
The URL and connection arguments for the SQLModel engine.
Raises:
NotImplementedError: If the SQL driver is not supported.
"""
sql_url = make_url(self.url)
sqlalchemy_connect_args: Dict[str, Any] = {}
engine_args = {}
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
assert self.database is not None
# The following default value is needed for sqlite to avoid the
# Error:
# sqlite3.ProgrammingError: SQLite objects created in a thread can
# only be used in that same thread.
sqlalchemy_connect_args = {"check_same_thread": False}
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
# all these are guaranteed by our root validator
assert self.database is not None
assert self.username is not None
assert self.password is not None
assert sql_url.host is not None
engine_args = {
"pool_size": self.pool_size,
"max_overflow": self.max_overflow,
"pool_pre_ping": self.pool_pre_ping,
}
sql_url = sql_url._replace(
drivername="mysql+pymysql",
username=self.username,
password=self.password,
database=self.database,
)
sqlalchemy_ssl_args: Dict[str, Any] = {}
# Handle SSL params
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
ssl_setting = getattr(self, key)
if not ssl_setting:
continue
if not os.path.isfile(ssl_setting):
logger.warning(
f"Database SSL setting `{key}` is not a file. "
)
sqlalchemy_ssl_args[key.lstrip("ssl_")] = ssl_setting
if len(sqlalchemy_ssl_args) > 0:
sqlalchemy_ssl_args[
"check_hostname"
] = self.ssl_verify_server_cert
sqlalchemy_connect_args["ssl"] = sqlalchemy_ssl_args
else:
raise NotImplementedError(
f"SQL driver `{sql_url.drivername}` is not supported."
)
return str(sql_url), sqlalchemy_connect_args, engine_args
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/sql_zen_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
copy_configuration(config, config_path, load_config_path=None)
classmethod
Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can be loaded using a different configuration path or in the context of a new environment, such as a container image.
The configuration files accompanying the store configuration are also copied to the new configuration path (e.g. certificates etc.).
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
StoreConfiguration |
The store configuration to copy. |
required |
config_path |
str |
new path where the configuration copy will be loaded from. |
required |
load_config_path |
Optional[pathlib.PurePath] |
absolute path that will be used to load the copied
configuration. This can be set to a value different from
|
None |
Returns:
| Type | Description |
|---|---|
StoreConfiguration |
A new store configuration object that reflects the new configuration path. |
Source code in zenml/zen_stores/sql_zen_store.py
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, SqlZenStoreConfiguration)
config = config.copy()
if config.driver == SQLDatabaseDriver.MYSQL:
# Load the certificate values back into the configuration
config.expand_certificates()
elif config.driver == SQLDatabaseDriver.SQLITE:
if load_config_path:
config.url = cls.get_local_url(str(load_config_path))
else:
config.url = cls.get_local_url(config_path)
return config
expand_certificates(self)
Expands the certificates in the verify_ssl field.
Source code in zenml/zen_stores/sql_zen_store.py
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
file_path = getattr(self, key, None)
if file_path and os.path.isfile(file_path):
with open(file_path, "r") as f:
setattr(self, key, f.read())
get_local_url(path)
staticmethod
Get a local SQL url for a given local path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the local sqlite file. |
required |
Returns:
| Type | Description |
|---|---|
str |
The local SQL url for the given path. |
Source code in zenml/zen_stores/sql_zen_store.py
@staticmethod
def get_local_url(path: str) -> str:
"""Get a local SQL url for a given local path.
Args:
path: The path to the local sqlite file.
Returns:
The local SQL url for the given path.
"""
return f"sqlite:///{path}/{ZENML_SQLITE_DB_FILENAME}"
get_sqlmodel_config(self)
Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
| Type | Description |
|---|---|
Tuple[str, Dict[str, Any], Dict[str, Any]] |
The URL and connection arguments for the SQLModel engine. |
Exceptions:
| Type | Description |
|---|---|
NotImplementedError |
If the SQL driver is not supported. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_sqlmodel_config(
self,
) -> Tuple[str, Dict[str, Any], Dict[str, Any]]:
"""Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
The URL and connection arguments for the SQLModel engine.
Raises:
NotImplementedError: If the SQL driver is not supported.
"""
sql_url = make_url(self.url)
sqlalchemy_connect_args: Dict[str, Any] = {}
engine_args = {}
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
assert self.database is not None
# The following default value is needed for sqlite to avoid the
# Error:
# sqlite3.ProgrammingError: SQLite objects created in a thread can
# only be used in that same thread.
sqlalchemy_connect_args = {"check_same_thread": False}
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
# all these are guaranteed by our root validator
assert self.database is not None
assert self.username is not None
assert self.password is not None
assert sql_url.host is not None
engine_args = {
"pool_size": self.pool_size,
"max_overflow": self.max_overflow,
"pool_pre_ping": self.pool_pre_ping,
}
sql_url = sql_url._replace(
drivername="mysql+pymysql",
username=self.username,
password=self.password,
database=self.database,
)
sqlalchemy_ssl_args: Dict[str, Any] = {}
# Handle SSL params
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
ssl_setting = getattr(self, key)
if not ssl_setting:
continue
if not os.path.isfile(ssl_setting):
logger.warning(
f"Database SSL setting `{key}` is not a file. "
)
sqlalchemy_ssl_args[key.lstrip("ssl_")] = ssl_setting
if len(sqlalchemy_ssl_args) > 0:
sqlalchemy_ssl_args[
"check_hostname"
] = self.ssl_verify_server_cert
sqlalchemy_connect_args["ssl"] = sqlalchemy_ssl_args
else:
raise NotImplementedError(
f"SQL driver `{sql_url.drivername}` is not supported."
)
return str(sql_url), sqlalchemy_connect_args, engine_args
supports_url_scheme(url)
classmethod
Check if a URL scheme is supported by this store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to check. |
required |
Returns:
| Type | Description |
|---|---|
bool |
True if the URL scheme is supported, False otherwise. |
Source code in zenml/zen_stores/sql_zen_store.py
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return make_url(url).drivername in SQLDatabaseDriver.values()
validate_secrets_store(secrets_store)
classmethod
Ensures that the secrets store is initialized with a default SQL secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The secrets store config to be validated. |
required |
Returns:
| Type | Description |
|---|---|
SecretsStoreConfiguration |
The validated secrets store config. |
Source code in zenml/zen_stores/sql_zen_store.py
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store is initialized with a default SQL secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
"""
if secrets_store is None:
secrets_store = SqlSecretsStoreConfiguration()
return secrets_store
count_pipelines(self, workspace_id)
Count all pipelines, optionally within a workspace scope.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
Optional[uuid.UUID] |
The workspace to use for counting pipelines |
required |
Returns:
| Type | Description |
|---|---|
int |
The number of pipelines in the workspace. |
Source code in zenml/zen_stores/sql_zen_store.py
def count_pipelines(self, workspace_id: Optional[UUID]) -> int:
"""Count all pipelines, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting pipelines
Returns:
The number of pipelines in the workspace.
"""
return self._count_entity(
schema=PipelineSchema, workspace_id=workspace_id
)
count_runs(self, workspace_id)
Count all pipeline runs, optionally within a workspace scope.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
Optional[uuid.UUID] |
The workspace to use for counting pipeline runs |
required |
Returns:
| Type | Description |
|---|---|
int |
The number of pipeline runs in the workspace. |
Source code in zenml/zen_stores/sql_zen_store.py
def count_runs(self, workspace_id: Optional[UUID]) -> int:
"""Count all pipeline runs, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting pipeline runs
Returns:
The number of pipeline runs in the workspace.
"""
return self._count_entity(
schema=PipelineRunSchema, workspace_id=workspace_id
)
count_stack_components(self, workspace_id)
Count all components, optionally within a workspace scope.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
Optional[uuid.UUID] |
The workspace to use for counting components |
required |
Returns:
| Type | Description |
|---|---|
int |
The number of components in the workspace. |
Source code in zenml/zen_stores/sql_zen_store.py
def count_stack_components(self, workspace_id: Optional[UUID]) -> int:
"""Count all components, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting components
Returns:
The number of components in the workspace.
"""
return self._count_entity(
schema=StackComponentSchema, workspace_id=workspace_id
)
count_stacks(self, workspace_id)
Count all stacks, optionally within a workspace scope.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
Optional[uuid.UUID] |
The workspace to use for counting stacks |
required |
Returns:
| Type | Description |
|---|---|
int |
The number of stacks in the workspace. |
Source code in zenml/zen_stores/sql_zen_store.py
def count_stacks(self, workspace_id: Optional[UUID]) -> int:
"""Count all stacks, optionally within a workspace scope.
Args:
workspace_id: The workspace to use for counting stacks
Returns:
The number of stacks in the workspace.
"""
return self._count_entity(
schema=StackSchema, workspace_id=workspace_id
)
create_artifact(self, artifact)
Creates an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact |
ArtifactRequestModel |
The artifact to create. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The created artifact. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
with Session(self.engine) as session:
# Save artifact.
artifact_schema = ArtifactSchema.from_request(artifact)
session.add(artifact_schema)
# Save visualizations of the artifact.
if artifact.visualizations:
for vis in artifact.visualizations:
vis_schema = ArtifactVisualizationSchema.from_model(
visualization=vis, artifact_id=artifact_schema.id
)
session.add(vis_schema)
session.commit()
return artifact_schema.to_model()
create_authorized_device(self, device)
Creates a new OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device |
OAuthDeviceInternalRequestModel |
The device to be created. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceInternalResponseModel |
The newly created device. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a device for the same client ID already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_authorized_device(
self, device: OAuthDeviceInternalRequestModel
) -> OAuthDeviceInternalResponseModel:
"""Creates a new OAuth 2.0 authorized device.
Args:
device: The device to be created.
Returns:
The newly created device.
Raises:
EntityExistsError: If a device for the same client ID already
exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.client_id == device.client_id
)
).first()
if existing_device is not None:
raise EntityExistsError(
f"Unable to create device with client ID "
f"'{device.client_id}': A device with this client ID "
"already exists."
)
(
new_device,
user_code,
device_code,
) = OAuthDeviceSchema.from_request(device)
session.add(new_device)
session.commit()
session.refresh(new_device)
device_model = new_device.to_internal_model()
# Replace the hashed user code with the original user code
device_model.user_code = user_code
# Replace the hashed device code with the original device code
device_model.device_code = device_code
return device_model
create_build(self, build)
Creates a new build in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build |
PipelineBuildRequestModel |
The build to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The newly created build. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
"""
with Session(self.engine) as session:
# Create the build
new_build = PipelineBuildSchema.from_request(build)
session.add(new_build)
session.commit()
session.refresh(new_build)
return new_build.to_model()
create_code_repository(self, code_repository)
Creates a new code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository |
CodeRepositoryRequestModel |
Code repository to be created. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The newly created code repository. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a code repository with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
Raises:
EntityExistsError: If a code repository with the given name already
exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema)
.where(CodeRepositorySchema.name == code_repository.name)
.where(
CodeRepositorySchema.workspace_id
== code_repository.workspace
)
).first()
if existing_repo is not None:
raise EntityExistsError(
f"Unable to create code repository in workspace "
f"'{code_repository.workspace}': A code repository with "
"this name already exists."
)
new_repo = CodeRepositorySchema.from_request(code_repository)
session.add(new_repo)
session.commit()
session.refresh(new_repo)
return new_repo.to_model()
create_deployment(self, deployment)
Creates a new deployment in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment |
PipelineDeploymentRequestModel |
The deployment to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The newly created deployment. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
"""
with Session(self.engine) as session:
code_reference_id = self._create_or_reuse_code_reference(
session=session,
workspace_id=deployment.workspace,
code_reference=deployment.code_reference,
)
new_deployment = PipelineDeploymentSchema.from_request(
deployment, code_reference_id=code_reference_id
)
session.add(new_deployment)
session.commit()
session.refresh(new_deployment)
return new_deployment.to_model()
create_flavor(self, flavor)
Creates a new stack component flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor |
FlavorRequestModel |
The stack component flavor to create. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The newly created flavor. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a flavor with the same name and type is already owned by this user in this workspace. |
ValueError |
In case the config_schema string exceeds the max length. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.CREATED_FLAVOR)
def create_flavor(self, flavor: FlavorRequestModel) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
Raises:
EntityExistsError: If a flavor with the same name and type
is already owned by this user in this workspace.
ValueError: In case the config_schema string exceeds the max length.
"""
with Session(self.engine) as session:
# Check if flavor with the same domain key (name, type, workspace,
# owner) already exists
existing_flavor = session.exec(
select(FlavorSchema)
.where(FlavorSchema.name == flavor.name)
.where(FlavorSchema.type == flavor.type)
.where(FlavorSchema.workspace_id == flavor.workspace)
.where(FlavorSchema.user_id == flavor.user)
).first()
if existing_flavor is not None:
raise EntityExistsError(
f"Unable to register '{flavor.type.value}' flavor "
f"with name '{flavor.name}': Found an existing "
f"flavor with the same name and type in the same "
f"'{flavor.workspace}' workspace owned by the same "
f"'{flavor.user}' user."
)
config_schema = json.dumps(flavor.config_schema)
if len(config_schema) > TEXT_FIELD_MAX_LENGTH:
raise ValueError(
"Json representation of configuration schema"
"exceeds max length."
)
else:
new_flavor = FlavorSchema(
name=flavor.name,
type=flavor.type,
source=flavor.source,
config_schema=config_schema,
integration=flavor.integration,
connector_type=flavor.connector_type,
connector_resource_type=flavor.connector_resource_type,
connector_resource_id_attr=flavor.connector_resource_id_attr,
workspace_id=flavor.workspace,
user_id=flavor.user,
logo_url=flavor.logo_url,
docs_url=flavor.docs_url,
sdk_docs_url=flavor.sdk_docs_url,
is_custom=flavor.is_custom,
)
session.add(new_flavor)
session.commit()
return new_flavor.to_model()
create_model(self, model)
Creates a new model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
ModelRequestModel |
the Model to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The newly created model. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a workspace with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
with Session(self.engine) as session:
existing_model = session.exec(
select(ModelSchema).where(ModelSchema.name == model.name)
).first()
if existing_model is not None:
raise EntityExistsError(
f"Unable to create model {model.name}: "
"A model with this name already exists."
)
model_schema = ModelSchema.from_request(model)
session.add(model_schema)
session.commit()
return ModelSchema.to_model(model_schema)
create_model_version(self, model_version)
Creates a new model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version |
ModelVersionRequestModel |
the Model Version to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The newly created model version. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If |
EntityExistsError |
If a workspace with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
Raises:
ValueError: If `number` is not None during model version creation.
EntityExistsError: If a workspace with the given name already exists.
"""
if model_version.number is not None:
raise ValueError(
"`number` field must be None during model version creation."
)
with Session(self.engine) as session:
model = self.get_model(model_version.model)
existing_model_version = session.exec(
select(ModelVersionSchema)
.where(ModelVersionSchema.model_id == model.id)
.where(ModelVersionSchema.name == model_version.name)
).first()
if existing_model_version is not None:
raise EntityExistsError(
f"Unable to create model version {model_version.name}: "
f"A model version with this name already exists in {model.name} model."
)
all_versions = session.exec(
select(ModelVersionSchema)
.where(ModelVersionSchema.model_id == model.id)
.order_by(ModelVersionSchema.created.desc()) # type: ignore[attr-defined]
).first()
model_version.number = (
all_versions.number + 1 if all_versions else 1
)
model_version_schema = ModelVersionSchema.from_request(
model_version
)
session.add(model_version_schema)
session.commit()
mv = ModelVersionSchema.to_model(model_version_schema)
return mv
create_model_version_artifact_link(self, model_version_artifact_link)
Creates a new model version link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link |
ModelVersionArtifactRequestModel |
the Model Version to Artifact Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionArtifactResponseModel |
The newly created model version to artifact link. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a link with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
Raises:
EntityExistsError: If a link with the given name already exists.
"""
with Session(self.engine) as session:
collision_msg = (
"Unable to create model version link {name}: "
"An artifact with same ID is already tracked in {version} model version "
"with the same name. It has to be deleted first."
)
existing_model_version_artifact_link_in_other_name = session.exec(
select(ModelVersionArtifactSchema)
.where(
and_(
or_(
ModelVersionArtifactSchema.name
!= model_version_artifact_link.name,
ModelVersionArtifactSchema.pipeline_name
!= model_version_artifact_link.pipeline_name,
ModelVersionArtifactSchema.step_name
!= model_version_artifact_link.step_name,
),
ModelVersionArtifactSchema.artifact_id
== model_version_artifact_link.artifact,
)
)
.where(
ModelVersionArtifactSchema.model_version_id
== model_version_artifact_link.model_version
)
).first()
if existing_model_version_artifact_link_in_other_name is not None:
raise EntityExistsError(
collision_msg.format(
name=existing_model_version_artifact_link_in_other_name.name,
version=existing_model_version_artifact_link_in_other_name.model_version,
)
)
existing_model_version_artifact_link = session.exec(
select(ModelVersionArtifactSchema)
.where(
ModelVersionArtifactSchema.model_version_id
== model_version_artifact_link.model_version
)
.where(
or_(
and_(
ModelVersionArtifactSchema.name
== model_version_artifact_link.name,
ModelVersionArtifactSchema.pipeline_name
== model_version_artifact_link.pipeline_name,
ModelVersionArtifactSchema.step_name
== model_version_artifact_link.step_name,
),
ModelVersionArtifactSchema.artifact_id
== model_version_artifact_link.artifact,
)
)
.order_by(ModelVersionArtifactSchema.version.desc()) # type: ignore[attr-defined]
).first()
if existing_model_version_artifact_link is not None:
if model_version_artifact_link.overwrite:
raise EntityExistsError(
collision_msg.format(
name=existing_model_version_artifact_link.name,
version=existing_model_version_artifact_link.model_version,
)
)
elif (
model_version_artifact_link.artifact
== existing_model_version_artifact_link.artifact_id
):
return ModelVersionArtifactSchema.to_model(
existing_model_version_artifact_link
)
if (
model_version_artifact_link.name is None
or model_version_artifact_link.pipeline_name is None
or model_version_artifact_link.step_name is None
):
artifact = self.get_artifact(
model_version_artifact_link.artifact
)
model_version_artifact_link.name = (
model_version_artifact_link.name or artifact.name
)
version = 1
if existing_model_version_artifact_link is not None:
version = existing_model_version_artifact_link.version + 1
model_version_artifact_link_schema = (
ModelVersionArtifactSchema.from_request(
model_version_artifact_request=model_version_artifact_link,
version=version,
)
)
session.add(model_version_artifact_link_schema)
session.commit()
mvl = ModelVersionArtifactSchema.to_model(
model_version_artifact_link_schema
)
return mvl
create_model_version_pipeline_run_link(self, model_version_pipeline_run_link)
Creates a new model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link |
ModelVersionPipelineRunRequestModel |
the Model Version to Pipeline Run Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionPipelineRunResponseModel |
|
Source code in zenml/zen_stores/sql_zen_store.py
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
with Session(self.engine) as session:
existing_model_version_pipeline_run_link = session.exec(
select(ModelVersionPipelineRunSchema)
.where(
ModelVersionPipelineRunSchema.model_version_id
== model_version_pipeline_run_link.model_version
)
.where(
or_(
ModelVersionPipelineRunSchema.pipeline_run_id
== model_version_pipeline_run_link.pipeline_run,
ModelVersionPipelineRunSchema.name
== model_version_pipeline_run_link.name,
)
)
).first()
if existing_model_version_pipeline_run_link is not None:
return ModelVersionPipelineRunSchema.to_model(
existing_model_version_pipeline_run_link
)
if model_version_pipeline_run_link.name is None:
model_version_pipeline_run_link.name = self.get_run(
model_version_pipeline_run_link.pipeline_run
).name
model_version_pipeline_run_link_schema = (
ModelVersionPipelineRunSchema.from_request(
model_version_pipeline_run_link
)
)
session.add(model_version_pipeline_run_link_schema)
session.commit()
mvl = ModelVersionPipelineRunSchema.to_model(
model_version_pipeline_run_link_schema
)
return mvl
create_pipeline(self, pipeline)
Creates a new pipeline in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline |
PipelineRequestModel |
The pipeline to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The newly created pipeline. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If an identical pipeline already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.CREATE_PIPELINE)
def create_pipeline(
self,
pipeline: PipelineRequestModel,
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
Raises:
EntityExistsError: If an identical pipeline already exists.
"""
with Session(self.engine) as session:
# Check if pipeline with the given name already exists
existing_pipeline = session.exec(
select(PipelineSchema)
.where(PipelineSchema.name == pipeline.name)
.where(PipelineSchema.version == pipeline.version)
.where(PipelineSchema.workspace_id == pipeline.workspace)
).first()
if existing_pipeline is not None:
raise EntityExistsError(
f"Unable to create pipeline in workspace "
f"'{pipeline.workspace}': A pipeline with this name and "
f"version already exists."
)
# Create the pipeline
new_pipeline = PipelineSchema.from_request(pipeline)
session.add(new_pipeline)
session.commit()
session.refresh(new_pipeline)
return new_pipeline.to_model()
create_role(self, role)
Creates a new role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role |
RoleRequestModel |
The role model to create. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The newly created role. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a role with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
Raises:
EntityExistsError: If a role with the given name already exists.
"""
with Session(self.engine) as session:
# Check if role with the given name already exists
existing_role = session.exec(
select(RoleSchema).where(RoleSchema.name == role.name)
).first()
if existing_role is not None:
raise EntityExistsError(
f"Unable to create role '{role.name}': Role already exists."
)
# Create role
role_schema = RoleSchema.from_request(role)
session.add(role_schema)
session.commit()
# Add all permissions
for p in role.permissions:
session.add(
RolePermissionSchema(name=p, role_id=role_schema.id)
)
session.commit()
return role_schema.to_model()
create_run(self, pipeline_run)
Creates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The created pipeline run. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If an identical pipeline run already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
Raises:
EntityExistsError: If an identical pipeline run already exists.
"""
with Session(self.engine) as session:
# Check if pipeline run with same name already exists.
existing_domain_run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.name == pipeline_run.name
)
).first()
if existing_domain_run is not None:
raise EntityExistsError(
f"Unable to create pipeline run: A pipeline run with name "
f"'{pipeline_run.name}' already exists."
)
# Check if pipeline run with same ID already exists.
existing_id_run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.id == pipeline_run.id
)
).first()
if existing_id_run is not None:
raise EntityExistsError(
f"Unable to create pipeline run: A pipeline run with ID "
f"'{pipeline_run.id}' already exists."
)
# Create the pipeline run
new_run = PipelineRunSchema.from_request(pipeline_run)
session.add(new_run)
session.commit()
return new_run.to_model()
create_run_metadata(self, run_metadata)
Creates run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata |
RunMetadataRequestModel |
The run metadata to create. |
required |
Returns:
| Type | Description |
|---|---|
List[zenml.models.run_metadata_models.RunMetadataResponseModel] |
The created run metadata. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
return_value: List[RunMetadataResponseModel] = []
with Session(self.engine) as session:
for key, value in run_metadata.values.items():
type_ = run_metadata.types[key]
run_metadata_schema = RunMetadataSchema(
workspace_id=run_metadata.workspace,
user_id=run_metadata.user,
pipeline_run_id=run_metadata.pipeline_run_id,
step_run_id=run_metadata.step_run_id,
artifact_id=run_metadata.artifact_id,
stack_component_id=run_metadata.stack_component_id,
key=key,
value=json.dumps(value),
type=type_,
)
session.add(run_metadata_schema)
session.commit()
return_value.append(run_metadata_schema.to_model())
return return_value
create_run_step(self, step_run)
Creates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run |
StepRunRequestModel |
The step run to create. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The created step run. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
if the step run already exists. |
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
Raises:
EntityExistsError: if the step run already exists.
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if the pipeline run exists
run = session.exec(
select(PipelineRunSchema).where(
PipelineRunSchema.id == step_run.pipeline_run_id
)
).first()
if run is None:
raise KeyError(
f"Unable to create step '{step_run.name}': No pipeline run "
f"with ID '{step_run.pipeline_run_id}' found."
)
# Check if the step name already exists in the pipeline run
existing_step_run = session.exec(
select(StepRunSchema)
.where(StepRunSchema.name == step_run.name)
.where(
StepRunSchema.pipeline_run_id == step_run.pipeline_run_id
)
).first()
if existing_step_run is not None:
raise EntityExistsError(
f"Unable to create step '{step_run.name}': A step with "
f"this name already exists in the pipeline run with ID "
f"'{step_run.pipeline_run_id}'."
)
# Create the step
step_schema = StepRunSchema.from_request(step_run)
session.add(step_schema)
# Add logs entry for the step if exists
if step_run.logs is not None:
log_entry = LogsSchema(
uri=step_run.logs.uri,
step_run_id=step_schema.id,
artifact_store_id=step_run.logs.artifact_store_id,
)
session.add(log_entry)
# Save parent step IDs into the database.
for parent_step_id in step_run.parent_step_ids:
self._set_run_step_parent_step(
child_id=step_schema.id,
parent_id=parent_step_id,
session=session,
)
# Save input artifact IDs into the database.
for input_name, artifact_id in step_run.inputs.items():
self._set_run_step_input_artifact(
run_step_id=step_schema.id,
artifact_id=artifact_id,
name=input_name,
session=session,
)
# Save output artifact IDs into the database.
for output_name, artifact_id in step_run.outputs.items():
self._set_run_step_output_artifact(
step_run_id=step_schema.id,
artifact_id=artifact_id,
name=output_name,
session=session,
)
session.commit()
return step_schema.to_model()
create_schedule(self, schedule)
Creates a new schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule |
ScheduleRequestModel |
The schedule to create. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The newly created schedule. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
with Session(self.engine) as session:
new_schedule = ScheduleSchema.from_create_model(model=schedule)
session.add(new_schedule)
session.commit()
return new_schedule.to_model()
create_service_connector(self, service_connector)
Creates a new service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
Service connector to be created. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The newly created service connector. |
Exceptions:
| Type | Description |
|---|---|
Exception |
If anything goes wrong during the creation of the service connector. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.CREATED_SERVICE_CONNECTOR)
def create_service_connector(
self, service_connector: ServiceConnectorRequestModel
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
Raises:
Exception: If anything goes wrong during the creation of the
service connector.
"""
# If the connector type is locally available, we validate the request
# against the connector type schema before storing it in the database
if service_connector_registry.is_registered(service_connector.type):
connector_type = (
service_connector_registry.get_service_connector_type(
service_connector.type
)
)
service_connector.validate_and_configure_resources(
connector_type=connector_type,
resource_types=service_connector.resource_types,
resource_id=service_connector.resource_id,
configuration=service_connector.configuration,
secrets=service_connector.secrets,
)
with Session(self.engine) as session:
self._fail_if_service_connector_with_name_exists_for_user(
name=service_connector.name,
user_id=service_connector.user,
workspace_id=service_connector.workspace,
session=session,
)
if service_connector.is_shared:
self._fail_if_service_connector_with_name_already_shared(
name=service_connector.name,
workspace_id=service_connector.workspace,
session=session,
)
# Create the secret
secret_id = self._create_connector_secret(
connector_name=service_connector.name,
user=service_connector.user,
workspace=service_connector.workspace,
is_shared=service_connector.is_shared,
secrets=service_connector.secrets,
)
try:
# Create the service connector
new_service_connector = ServiceConnectorSchema.from_request(
service_connector,
secret_id=secret_id,
)
session.add(new_service_connector)
session.commit()
session.refresh(new_service_connector)
except Exception:
# Delete the secret if it was created
if secret_id and self.secrets_store:
try:
self.secrets_store.delete_secret(secret_id)
except Exception:
# Ignore any errors that occur while deleting the
# secret
pass
raise
connector = new_service_connector.to_model()
self._populate_connector_type(connector)
return connector
create_stack(self, stack)
Register a new stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack |
StackRequestModel |
The stack to register. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The registered stack. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.REGISTERED_STACK)
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Register a new stack.
Args:
stack: The stack to register.
Returns:
The registered stack.
"""
with Session(self.engine) as session:
self._fail_if_stack_with_name_exists_for_user(
stack=stack, session=session
)
if stack.is_shared:
self._fail_if_stack_with_name_already_shared(
stack=stack, session=session
)
# Get the Schemas of all components mentioned
component_ids = (
[
component_id
for list_of_component_ids in stack.components.values()
for component_id in list_of_component_ids
]
if stack.components is not None
else []
)
filters = [
(StackComponentSchema.id == component_id)
for component_id in component_ids
]
defined_components = session.exec(
select(StackComponentSchema).where(or_(*filters))
).all()
new_stack_schema = StackSchema(
workspace_id=stack.workspace,
user_id=stack.user,
is_shared=stack.is_shared,
stack_spec_path=stack.stack_spec_path,
name=stack.name,
description=stack.description,
components=defined_components,
)
session.add(new_stack_schema)
session.commit()
session.refresh(new_stack_schema)
return new_stack_schema.to_model()
create_stack_component(self, component)
Create a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component |
ComponentRequestModel |
The stack component to create. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The created stack component. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component references a non-existent connector. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.REGISTERED_STACK_COMPONENT)
def create_stack_component(
self,
component: ComponentRequestModel,
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
Raises:
KeyError: if the stack component references a non-existent
connector.
"""
with Session(self.engine) as session:
self._fail_if_component_with_name_type_exists_for_user(
name=component.name,
component_type=component.type,
user_id=component.user,
workspace_id=component.workspace,
session=session,
)
if component.is_shared:
self._fail_if_component_with_name_type_already_shared(
name=component.name,
component_type=component.type,
workspace_id=component.workspace,
session=session,
)
service_connector: Optional[ServiceConnectorSchema] = None
if component.connector:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == component.connector
)
).first()
if service_connector is None:
raise KeyError(
f"Service connector with ID {component.connector} not "
"found."
)
# Create the component
new_component = StackComponentSchema(
name=component.name,
workspace_id=component.workspace,
user_id=component.user,
is_shared=component.is_shared,
component_spec_path=component.component_spec_path,
type=component.type,
flavor=component.flavor,
configuration=base64.b64encode(
json.dumps(component.configuration).encode("utf-8")
),
labels=base64.b64encode(
json.dumps(component.labels).encode("utf-8")
),
connector=service_connector,
connector_resource_id=component.connector_resource_id,
)
session.add(new_component)
session.commit()
session.refresh(new_component)
return new_component.to_model()
create_team(self, team)
Creates a new team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team |
TeamRequestModel |
The team model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The newly created team. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a team with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
Raises:
EntityExistsError: If a team with the given name already exists.
"""
with Session(self.engine) as session:
# Check if team with the given name already exists
existing_team = session.exec(
select(TeamSchema).where(TeamSchema.name == team.name)
).first()
if existing_team is not None:
raise EntityExistsError(
f"Unable to create team with name '{team.name}': "
f"Found existing team with this name."
)
defined_users = []
if team.users:
# Get the Schemas of all users mentioned
filters = [
(UserSchema.id == user_id) for user_id in team.users
]
defined_users = session.exec(
select(UserSchema).where(or_(*filters))
).all()
# Create the team
new_team = TeamSchema(name=team.name, users=defined_users)
session.add(new_team)
session.commit()
return new_team.to_model()
create_team_role_assignment(self, team_role_assignment)
Creates a new team role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment |
TeamRoleAssignmentRequestModel |
The role assignment model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The newly created role assignment. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If the role assignment already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
Raises:
EntityExistsError: If the role assignment already exists.
"""
with Session(self.engine) as session:
role = self._get_role_schema(
team_role_assignment.role, session=session
)
workspace: Optional[WorkspaceSchema] = None
if team_role_assignment.workspace:
workspace = self._get_workspace_schema(
team_role_assignment.workspace, session=session
)
team = self._get_team_schema(
team_role_assignment.team, session=session
)
query = select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.user_id == team.id,
UserRoleAssignmentSchema.role_id == role.id,
)
if workspace is not None:
query = query.where(
UserRoleAssignmentSchema.workspace_id == workspace.id
)
existing_role_assignment = session.exec(query).first()
if existing_role_assignment is not None:
raise EntityExistsError(
f"Unable to assign role '{role.name}' to team "
f"'{team.name}': Role already assigned in this workspace."
)
role_assignment = TeamRoleAssignmentSchema(
role_id=role.id,
team_id=team.id,
workspace_id=workspace.id if workspace else None,
role=role,
team=team,
workspace=workspace,
)
session.add(role_assignment)
session.commit()
return role_assignment.to_model()
create_user(self, user)
Creates a new user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user |
UserRequestModel |
User to be created. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The newly created user. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a user with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
Raises:
EntityExistsError: If a user with the given name already exists.
"""
with Session(self.engine) as session:
# Check if user with the given name already exists
existing_user = session.exec(
select(UserSchema).where(UserSchema.name == user.name)
).first()
if existing_user is not None:
raise EntityExistsError(
f"Unable to create user with name '{user.name}': "
f"Found existing user with this name."
)
# Create the user
new_user = UserSchema.from_request(user)
session.add(new_user)
session.commit()
return new_user.to_model()
create_user_role_assignment(self, user_role_assignment)
Assigns a role to a user or team, scoped to a specific workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment |
UserRoleAssignmentRequestModel |
The role assignment to create. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The created role assignment. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
if the role assignment already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Assigns a role to a user or team, scoped to a specific workspace.
Args:
user_role_assignment: The role assignment to create.
Returns:
The created role assignment.
Raises:
EntityExistsError: if the role assignment already exists.
"""
with Session(self.engine) as session:
role = self._get_role_schema(
user_role_assignment.role, session=session
)
workspace: Optional[WorkspaceSchema] = None
if user_role_assignment.workspace:
workspace = self._get_workspace_schema(
user_role_assignment.workspace, session=session
)
user = self._get_user_schema(
user_role_assignment.user, session=session
)
query = select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.user_id == user.id,
UserRoleAssignmentSchema.role_id == role.id,
)
if workspace is not None:
query = query.where(
UserRoleAssignmentSchema.workspace_id == workspace.id
)
existing_role_assignment = session.exec(query).first()
if existing_role_assignment is not None:
raise EntityExistsError(
f"Unable to assign role '{role.name}' to user "
f"'{user.name}': Role already assigned in this workspace."
)
role_assignment = UserRoleAssignmentSchema(
role_id=role.id,
user_id=user.id,
workspace_id=workspace.id if workspace else None,
role=role,
user=user,
workspace=workspace,
)
session.add(role_assignment)
session.commit()
return role_assignment.to_model()
create_workspace(self, workspace)
Creates a new workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace |
WorkspaceRequestModel |
The workspace to create. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The newly created workspace. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a workspace with the given name already exists. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.CREATED_WORKSPACE)
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
with Session(self.engine) as session:
# Check if workspace with the given name already exists
existing_workspace = session.exec(
select(WorkspaceSchema).where(
WorkspaceSchema.name == workspace.name
)
).first()
if existing_workspace is not None:
raise EntityExistsError(
f"Unable to create workspace {workspace.name}: "
"A workspace with this name already exists."
)
# Create the workspace
new_workspace = WorkspaceSchema.from_request(workspace)
session.add(new_workspace)
session.commit()
# Explicitly refresh the new_workspace schema
session.refresh(new_workspace)
return new_workspace.to_model()
delete_artifact(self, artifact_id)
Deletes an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the artifact doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
Raises:
KeyError: if the artifact doesn't exist.
"""
with Session(self.engine) as session:
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to delete artifact with ID {artifact_id}: "
f"No artifact with this ID found."
)
session.delete(artifact)
session.commit()
delete_authorized_device(self, device_id)
Deletes an OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to delete device with ID {device_id}: No device "
"with this ID found."
)
session.delete(existing_device)
session.commit()
delete_build(self, build_id)
Deletes a build.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
The ID of the build to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the build doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
Raises:
KeyError: if the build doesn't exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
build = session.exec(
select(PipelineBuildSchema).where(
PipelineBuildSchema.id == build_id
)
).first()
if build is None:
raise KeyError(
f"Unable to delete build with ID {build_id}: "
f"No build with this ID found."
)
session.delete(build)
session.commit()
delete_code_repository(self, code_repository_id)
Deletes a code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
Raises:
KeyError: If no code repository with the given ID exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if existing_repo is None:
raise KeyError(
f"Unable to delete code repository with ID "
f"{code_repository_id}: No code repository with this ID "
"found."
)
session.delete(existing_repo)
session.commit()
delete_deployment(self, deployment_id)
Deletes a deployment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
The ID of the deployment to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the deployment doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
Raises:
KeyError: If the deployment doesn't exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
deployment = session.exec(
select(PipelineDeploymentSchema).where(
PipelineDeploymentSchema.id == deployment_id
)
).first()
if deployment is None:
raise KeyError(
f"Unable to delete deployment with ID {deployment_id}: "
f"No deployment with this ID found."
)
session.delete(deployment)
session.commit()
delete_expired_authorized_devices(self)
Deletes all expired OAuth 2.0 authorized devices.
Source code in zenml/zen_stores/sql_zen_store.py
def delete_expired_authorized_devices(self) -> None:
"""Deletes all expired OAuth 2.0 authorized devices."""
with Session(self.engine) as session:
expired_devices = session.exec(
select(OAuthDeviceSchema).where(OAuthDeviceSchema.user is None)
).all()
for device in expired_devices:
# Delete devices that have have expired
if (
device.expires is not None
and device.expires < datetime.now()
and device.user_id is None
):
session.delete(device)
session.commit()
delete_flavor(self, flavor_id)
Delete a flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The id of the flavor to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the flavor doesn't exist. |
IllegalOperationError |
if the flavor is used by a stack component. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a flavor.
Args:
flavor_id: The id of the flavor to delete.
Raises:
KeyError: if the flavor doesn't exist.
IllegalOperationError: if the flavor is used by a stack component.
"""
with Session(self.engine) as session:
try:
flavor_in_db = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).one()
if flavor_in_db is None:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
components_of_flavor = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.flavor == flavor_in_db.name
)
).all()
if len(components_of_flavor) > 0:
raise IllegalOperationError(
f"Stack Component `{flavor_in_db.name}` of type "
f"`{flavor_in_db.type} cannot be "
f"deleted as it is used by "
f"{len(components_of_flavor)} "
f"components. Before deleting this "
f"flavor, make sure to delete all "
f"associated components."
)
else:
session.delete(flavor_in_db)
session.commit()
except NoResultFound as error:
raise KeyError from error
delete_model(self, model_name_or_id)
Deletes a model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self._get_model_schema(
model_name_or_id=model_name_or_id, session=session
)
if model is None:
raise KeyError(
f"Unable to delete model with ID `{model_name_or_id}`: "
f"No model with this ID found."
)
session.delete(model)
session.commit()
delete_model_version(self, model_name_or_id, model_version_name_or_id)
Deletes a model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or id of the model version to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self.get_model(model_name_or_id)
query = select(ModelVersionSchema).where(
ModelVersionSchema.model_id == model.id
)
try:
UUID(str(model_version_name_or_id))
query = query.where(
ModelVersionSchema.id == model_version_name_or_id
)
except ValueError:
query = query.where(
ModelVersionSchema.name == model_version_name_or_id
)
model_version = session.exec(query).first()
if model_version is None:
raise KeyError(
f"Unable to delete model version with name `{model_version_name_or_id}`: "
f"No model version with this name found."
)
session.delete(model_version)
session.commit()
delete_model_version_artifact_link(self, model_name_or_id, model_version_name_or_id, model_version_artifact_link_name_or_id)
Deletes a model version to artifact link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_artifact_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to artifact link to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
self.get_model(model_name_or_id)
model_version = self.get_model_version(
model_name_or_id, model_version_name_or_id
)
query = select(ModelVersionArtifactSchema).where(
ModelVersionArtifactSchema.model_version_id == model_version.id
)
try:
UUID(str(model_version_artifact_link_name_or_id))
query = query.where(
ModelVersionArtifactSchema.id
== model_version_artifact_link_name_or_id
)
except ValueError:
query = query.where(
ModelVersionArtifactSchema.name
== model_version_artifact_link_name_or_id
)
model_version_artifact_link = session.exec(query).first()
if model_version_artifact_link is None:
raise KeyError(
f"Unable to delete model version link with name `{model_version_artifact_link_name_or_id}`: "
f"No model version link with this name found."
)
session.delete(model_version_artifact_link)
session.commit()
delete_model_version_pipeline_run_link(self, model_name_or_id, model_version_name_or_id, model_version_pipeline_run_link_name_or_id)
Deletes a model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_pipeline_run_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to pipeline run link to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID not found. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
Raises:
KeyError: specified ID not found.
"""
with Session(self.engine) as session:
self.get_model(model_name_or_id)
model_version = self.get_model_version(
model_name_or_id, model_version_name_or_id
)
query = select(ModelVersionPipelineRunSchema).where(
ModelVersionPipelineRunSchema.model_version_id
== model_version.id
)
try:
UUID(str(model_version_pipeline_run_link_name_or_id))
query = query.where(
ModelVersionPipelineRunSchema.id
== model_version_pipeline_run_link_name_or_id
)
except ValueError:
query = query.where(
ModelVersionPipelineRunSchema.name
== model_version_pipeline_run_link_name_or_id
)
model_version_pipeline_run_link = session.exec(query).first()
if model_version_pipeline_run_link is None:
raise KeyError(
f"Unable to delete model version link with name `{model_version_pipeline_run_link_name_or_id}`: "
f"No model version link with this name found."
)
session.delete(model_version_pipeline_run_link)
session.commit()
delete_pipeline(self, pipeline_id)
Deletes a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
Raises:
KeyError: if the pipeline doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if pipeline is None:
raise KeyError(
f"Unable to delete pipeline with ID {pipeline_id}: "
f"No pipeline with this ID found."
)
session.delete(pipeline)
session.commit()
delete_role(self, role_name_or_id)
Deletes a role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the role is still assigned to users or the role is one of the built-in roles. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
Raises:
IllegalOperationError: If the role is still assigned to users or
the role is one of the built-in roles.
"""
with Session(self.engine) as session:
role = self._get_role_schema(role_name_or_id, session=session)
if role.name in [DEFAULT_ADMIN_ROLE, DEFAULT_GUEST_ROLE]:
raise IllegalOperationError(
f"The built-in role '{role.name}' cannot be deleted."
)
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.role_id == role.id
)
).all()
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.role_id == role.id
)
).all()
if len(user_role) > 0 or len(team_role) > 0:
raise IllegalOperationError(
f"Role `{role.name}` of type cannot be "
f"deleted as it is in use by multiple users and teams. "
f"Before deleting this role make sure to remove all "
f"instances where this role is used."
)
else:
# Delete role
session.delete(role)
session.commit()
delete_run(self, run_id)
Deletes a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline run with the given ID exists
existing_run = session.exec(
select(PipelineRunSchema).where(PipelineRunSchema.id == run_id)
).first()
if existing_run is None:
raise KeyError(
f"Unable to delete pipeline run with ID {run_id}: "
f"No pipeline run with this ID found."
)
# Delete the pipeline run
session.delete(existing_run)
session.commit()
delete_schedule(self, schedule_id)
Deletes a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
Raises:
KeyError: if the schedule doesn't exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if schedule is None:
raise KeyError(
f"Unable to delete schedule with ID {schedule_id}: "
f"No schedule with this ID found."
)
# Delete the schedule
session.delete(schedule)
session.commit()
delete_service_connector(self, service_connector_id)
Deletes a service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given ID exists. |
IllegalOperationError |
If the service connector is still referenced by one or more stack components. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
Raises:
KeyError: If no service connector with the given ID exists.
IllegalOperationError: If the service connector is still referenced
by one or more stack components.
"""
with Session(self.engine) as session:
try:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).one()
if service_connector is None:
raise KeyError(
f"Service connector with ID {service_connector_id} not "
"found."
)
if len(service_connector.components) > 0:
raise IllegalOperationError(
f"Service connector with ID {service_connector_id} "
f"cannot be deleted as it is still referenced by "
f"{len(service_connector.components)} "
"stack components. Before deleting this service "
"connector, make sure to remove it from all stack "
"components."
)
else:
session.delete(service_connector)
if service_connector.secret_id and self.secrets_store:
try:
self.secrets_store.delete_secret(
service_connector.secret_id
)
except KeyError:
# If the secret doesn't exist anymore, we can ignore
# this error
pass
except NoResultFound as error:
raise KeyError from error
session.commit()
delete_stack(self, stack_id)
Delete a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
IllegalOperationError |
if the stack is a default stack. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
Raises:
KeyError: if the stack doesn't exist.
IllegalOperationError: if the stack is a default stack.
"""
with Session(self.engine) as session:
try:
stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).one()
if stack is None:
raise KeyError(f"Stack with ID {stack_id} not found.")
if stack.name == DEFAULT_STACK_NAME:
raise IllegalOperationError(
"The default stack cannot be deleted."
)
session.delete(stack)
except NoResultFound as error:
raise KeyError from error
session.commit()
delete_stack_component(self, component_id)
Delete a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The id of the stack component to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
IllegalOperationError |
if the stack component is part of one or more stacks, or if it's a default stack component. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The id of the stack component to delete.
Raises:
KeyError: if the stack component doesn't exist.
IllegalOperationError: if the stack component is part of one or
more stacks, or if it's a default stack component.
"""
with Session(self.engine) as session:
try:
stack_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).one()
if stack_component is None:
raise KeyError(f"Stack with ID {component_id} not found.")
if (
stack_component.name == DEFAULT_STACK_COMPONENT_NAME
and stack_component.type
in [
StackComponentType.ORCHESTRATOR,
StackComponentType.ARTIFACT_STORE,
]
):
raise IllegalOperationError(
f"The default {stack_component.type} cannot be deleted."
)
if len(stack_component.stacks) > 0:
raise IllegalOperationError(
f"Stack Component `{stack_component.name}` of type "
f"`{stack_component.type} cannot be "
f"deleted as it is part of "
f"{len(stack_component.stacks)} stacks. "
f"Before deleting this stack "
f"component, make sure to remove it "
f"from all stacks."
)
else:
session.delete(stack_component)
except NoResultFound as error:
raise KeyError from error
session.commit()
delete_team(self, team_name_or_id)
Deletes a team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to delete. |
required |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
"""
with Session(self.engine) as session:
team = self._get_team_schema(team_name_or_id, session=session)
session.delete(team)
session.commit()
delete_team_role_assignment(self, team_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
The ID of the specific role assignment |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the role assignment does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.id == team_role_assignment_id
)
).one_or_none()
if not team_role:
raise KeyError(
f"No team role assignment with id "
f"{team_role_assignment_id} exists."
)
session.delete(team_role)
session.commit()
delete_user(self, user_name_or_id)
Deletes a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or the ID of the user to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the user is the default user account. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or the ID of the user to delete.
Raises:
IllegalOperationError: If the user is the default user account.
"""
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
if user.name == self._default_user_name:
raise IllegalOperationError(
"The default user account cannot be deleted."
)
self._trigger_event(StoreEvent.USER_DELETED, user_id=user.id)
session.delete(user)
session.commit()
delete_user_role_assignment(self, user_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
The ID of the specific role assignment. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the role assignment does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment.
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.id == user_role_assignment_id
)
).one_or_none()
if not user_role:
raise KeyError(
f"No user role assignment with id "
f"{user_role_assignment_id} exists."
)
session.delete(user_role)
session.commit()
delete_workspace(self, workspace_name_or_id)
Deletes a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the workspace to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the workspace is the default workspace. |
Source code in zenml/zen_stores/sql_zen_store.py
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
Raises:
IllegalOperationError: If the workspace is the default workspace.
"""
with Session(self.engine) as session:
# Check if workspace with the given name exists
workspace = self._get_workspace_schema(
workspace_name_or_id, session=session
)
if workspace.name == self._default_workspace_name:
raise IllegalOperationError(
"The default workspace cannot be deleted."
)
self._trigger_event(
StoreEvent.WORKSPACE_DELETED, workspace_id=workspace.id
)
session.delete(workspace)
session.commit()
filter_and_paginate(session, query, table, filter_model, custom_schema_to_model_conversion=None, custom_fetch=None)
classmethod
Given a query, return a Page instance with a list of filtered Models.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
session |
Session |
The SQLModel Session |
required |
query |
Union[sqlmodel.sql.expression.Select, sqlmodel.sql.expression.SelectOfScalar] |
The query to execute |
required |
table |
Type[~AnySchema] |
The table to select from |
required |
filter_model |
BaseFilterModel |
The filter to use, including pagination and sorting |
required |
custom_schema_to_model_conversion |
Optional[Callable[[~AnySchema], ~B]] |
Callable to convert the schema into a model. This is used if the Model contains additional data that is not explicitly stored as a field or relationship on the model. |
None |
custom_fetch |
Optional[Callable[[sqlmodel.orm.session.Session, Union[sqlmodel.sql.expression.Select, sqlmodel.sql.expression.SelectOfScalar], zenml.models.filter_models.BaseFilterModel], List[~AnySchema]]] |
Custom callable to use to fetch items from the
database for a given query. This is used if the items fetched
from the database need to be processed differently (e.g. to
perform additional filtering). The callable should take a
|
None |
Returns:
| Type | Description |
|---|---|
Page[B] |
The Domain Model representation of the DB resource |
Exceptions:
| Type | Description |
|---|---|
ValueError |
if the filtered page number is out of bounds. |
RuntimeError |
if the schema does not have a |
Source code in zenml/zen_stores/sql_zen_store.py
@classmethod
def filter_and_paginate(
cls,
session: Session,
query: Union[Select[AnySchema], SelectOfScalar[AnySchema]],
table: Type[AnySchema],
filter_model: BaseFilterModel,
custom_schema_to_model_conversion: Optional[
Callable[[AnySchema], B]
] = None,
custom_fetch: Optional[
Callable[
[
Session,
Union[Select[AnySchema], SelectOfScalar[AnySchema]],
BaseFilterModel,
],
List[AnySchema],
]
] = None,
) -> Page[B]:
"""Given a query, return a Page instance with a list of filtered Models.
Args:
session: The SQLModel Session
query: The query to execute
table: The table to select from
filter_model: The filter to use, including pagination and sorting
custom_schema_to_model_conversion: Callable to convert the schema
into a model. This is used if the Model contains additional
data that is not explicitly stored as a field or relationship
on the model.
custom_fetch: Custom callable to use to fetch items from the
database for a given query. This is used if the items fetched
from the database need to be processed differently (e.g. to
perform additional filtering). The callable should take a
`Session`, a `Select` query and a `BaseFilterModel` filter as
arguments and return a `List` of items.
Returns:
The Domain Model representation of the DB resource
Raises:
ValueError: if the filtered page number is out of bounds.
RuntimeError: if the schema does not have a `to_model` method.
"""
query = filter_model.apply_filter(query=query, table=table)
# Get the total amount of items in the database for a given query
if custom_fetch:
total = len(custom_fetch(session, query, filter_model))
else:
total = session.scalar(
select([func.count("*")]).select_from(
query.options(noload("*")).subquery()
)
)
# Sorting
column, operand = filter_model.sorting_params
if operand == SorterOps.DESCENDING:
query = query.order_by(desc(getattr(table, column)))
else:
query = query.order_by(asc(getattr(table, column)))
# Get the total amount of pages in the database for a given query
if total == 0:
total_pages = 1
else:
total_pages = math.ceil(total / filter_model.size)
if filter_model.page > total_pages:
raise ValueError(
f"Invalid page {filter_model.page}. The requested page size is "
f"{filter_model.size} and there are a total of {total} items "
f"for this query. The maximum page value therefore is "
f"{total_pages}."
)
# Get a page of the actual data
item_schemas: List[AnySchema]
if custom_fetch:
item_schemas = custom_fetch(session, query, filter_model)
# select the items in the current page
item_schemas = item_schemas[
filter_model.offset : filter_model.offset + filter_model.size
]
else:
item_schemas = (
session.exec(
query.limit(filter_model.size).offset(filter_model.offset)
)
.unique()
.all()
)
# Convert this page of items from schemas to models.
items: List[B] = []
for schema in item_schemas:
# If a custom conversion function is provided, use it.
if custom_schema_to_model_conversion:
items.append(custom_schema_to_model_conversion(schema))
continue
# Otherwise, try to use the `to_model` method of the schema.
to_model = getattr(schema, "to_model", None)
if callable(to_model):
items.append(to_model())
continue
# If neither of the above work, raise an error.
raise RuntimeError(
f"Cannot convert schema `{schema.__class__.__name__}` to model "
"since it does not have a `to_model` method."
)
return Page(
total=total,
total_pages=total_pages,
items=items,
index=filter_model.page,
max_size=filter_model.size,
)
get_artifact(self, artifact_id)
Gets an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to get. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The artifact. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the artifact doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
Raises:
KeyError: if the artifact doesn't exist.
"""
with Session(self.engine) as session:
artifact = session.exec(
select(ArtifactSchema).where(ArtifactSchema.id == artifact_id)
).first()
if artifact is None:
raise KeyError(
f"Unable to get artifact with ID {artifact_id}: "
f"No artifact with this ID found."
)
return artifact.to_model()
get_auth_user(self, user_name_or_id)
Gets the auth model to a specific user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to get. |
required |
Returns:
| Type | Description |
|---|---|
UserAuthModel |
The requested user, if it was found. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_auth_user(
self, user_name_or_id: Union[str, UUID]
) -> UserAuthModel:
"""Gets the auth model to a specific user.
Args:
user_name_or_id: The name or ID of the user to get.
Returns:
The requested user, if it was found.
"""
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
return UserAuthModel(
id=user.id,
name=user.name,
full_name=user.full_name,
email_opted_in=user.email_opted_in,
active=user.active,
created=user.created,
updated=user.updated,
password=user.password,
activation_token=user.activation_token,
)
get_authorized_device(self, device_id)
Gets a specific OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to get. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The requested device, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if device is None:
raise KeyError(
f"Unable to get device with ID {device_id}: No device with "
"this ID found."
)
return device.to_model()
get_build(self, build_id)
Get a build with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
ID of the build. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The build. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the build does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
Raises:
KeyError: If the build does not exist.
"""
with Session(self.engine) as session:
# Check if build with the given ID exists
build = session.exec(
select(PipelineBuildSchema).where(
PipelineBuildSchema.id == build_id
)
).first()
if build is None:
raise KeyError(
f"Unable to get build with ID '{build_id}': "
"No build with this ID found."
)
return build.to_model()
get_code_repository(self, code_repository_id)
Gets a specific code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to get. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The requested code repository, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
Raises:
KeyError: If no code repository with the given ID exists.
"""
with Session(self.engine) as session:
repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if repo is None:
raise KeyError(
f"Unable to get code repository with ID "
f"'{code_repository_id}': No code repository with this "
"ID found."
)
return repo.to_model()
get_deployment(self, deployment_id)
Get a deployment with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
ID of the deployment. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The deployment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the deployment does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
Raises:
KeyError: If the deployment does not exist.
"""
with Session(self.engine) as session:
# Check if deployment with the given ID exists
deployment = session.exec(
select(PipelineDeploymentSchema).where(
PipelineDeploymentSchema.id == deployment_id
)
).first()
if deployment is None:
raise KeyError(
f"Unable to get deployment with ID '{deployment_id}': "
"No deployment with this ID found."
)
return deployment.to_model()
get_deployment_id(self)
Get the ID of the deployment.
Returns:
| Type | Description |
|---|---|
UUID |
The ID of the deployment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the deployment ID could not be loaded from the database. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
Raises:
KeyError: If the deployment ID could not be loaded from the
database.
"""
# Fetch the deployment ID from the database
with Session(self.engine) as session:
identity = session.exec(select(IdentitySchema)).first()
if identity is None:
raise KeyError(
"The deployment ID could not be loaded from the database."
)
return identity.id
get_flavor(self, flavor_id)
Get a flavor by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The ID of the flavor to fetch. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The stack component flavor. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component flavor doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a flavor by ID.
Args:
flavor_id: The ID of the flavor to fetch.
Returns:
The stack component flavor.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
with Session(self.engine) as session:
flavor_in_db = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).first()
if flavor_in_db is None:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
return flavor_in_db.to_model()
get_internal_authorized_device(self, device_id=None, client_id=None)
Gets a specific OAuth 2.0 authorized device for internal use.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
client_id |
Optional[uuid.UUID] |
The client ID of the device to get. |
None |
device_id |
Optional[uuid.UUID] |
The ID of the device to get. |
None |
Returns:
| Type | Description |
|---|---|
OAuthDeviceInternalResponseModel |
The requested device, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given client ID exists. |
ValueError |
If neither device ID nor client ID are provided. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_internal_authorized_device(
self,
device_id: Optional[UUID] = None,
client_id: Optional[UUID] = None,
) -> OAuthDeviceInternalResponseModel:
"""Gets a specific OAuth 2.0 authorized device for internal use.
Args:
client_id: The client ID of the device to get.
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given client ID exists.
ValueError: If neither device ID nor client ID are provided.
"""
with Session(self.engine) as session:
if device_id is not None:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
elif client_id is not None:
device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.client_id == client_id
)
).first()
else:
raise ValueError(
"Either device ID or client ID must be provided."
)
if device is None:
raise KeyError(
f"Unable to get device with client ID {client_id}: No "
"device with this client ID found."
)
return device.to_internal_model()
get_model(self, model_name_or_id)
Get an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be retrieved. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The model of interest. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Raises:
KeyError: specified ID or name not found.
Returns:
The model of interest.
"""
with Session(self.engine) as session:
model = self._get_model_schema(
model_name_or_id=model_name_or_id, session=session
)
if model is None:
raise KeyError(
f"Unable to get model with ID `{model_name_or_id}`: "
f"No model with this ID found."
)
return ModelSchema.to_model(model)
get_model_version(self, model_name_or_id, model_version_name_or_number_or_id=None)
Get an existing model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_number_or_id |
Union[str, int, uuid.UUID, zenml.enums.ModelStages] |
name, id, stage or number of the model version to be retrieved. If skipped latest version will be retrieved. |
None |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The model version of interest. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
Raises:
KeyError: specified ID or name not found.
"""
with Session(self.engine) as session:
model = self.get_model(model_name_or_id)
query = select(ModelVersionSchema).where(
ModelVersionSchema.model_id == model.id
)
if (
model_version_name_or_number_or_id is None
or model_version_name_or_number_or_id
== LATEST_MODEL_VERSION_PLACEHOLDER
):
query = query.order_by(ModelVersionSchema.created.desc()) # type: ignore[attr-defined]
elif model_version_name_or_number_or_id in [
stage.value for stage in ModelStages
]:
query = query.where(
ModelVersionSchema.stage
== model_version_name_or_number_or_id
)
elif isinstance(model_version_name_or_number_or_id, int):
query = query.where(
ModelVersionSchema.number
== model_version_name_or_number_or_id
)
else:
try:
UUID(str(model_version_name_or_number_or_id))
query = query.where(
ModelVersionSchema.id
== model_version_name_or_number_or_id
)
except ValueError:
query = query.where(
ModelVersionSchema.name
== model_version_name_or_number_or_id
)
model_version = session.exec(query).first()
if model_version is None:
raise KeyError(
f"Unable to get model version with identifier `{model_version_name_or_number_or_id}`: "
f"No model version with this identifier found."
)
return ModelVersionSchema.to_model(model_version)
get_or_create_run(self, pipeline_run)
Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned. Otherwise, a new run is created.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to get or create. |
required |
Returns:
| Type | Description |
|---|---|
Tuple[zenml.models.pipeline_run_models.PipelineRunResponseModel, bool] |
The pipeline run, and a boolean indicating whether the run was created or not. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
# We want to have the 'create' statement in the try block since running
# it first will reduce concurrency issues.
try:
return self.create_run(pipeline_run), True
except (EntityExistsError, IntegrityError):
# Catch both `EntityExistsError`` and `IntegrityError`` exceptions
# since either one can be raised by the database when trying
# to create a new pipeline run with duplicate ID or name.
try:
return self.get_run(pipeline_run.id), False
except KeyError:
return self.get_run(pipeline_run.name), False
get_pipeline(self, pipeline_id)
Get a pipeline with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
ID of the pipeline. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The pipeline. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
Raises:
KeyError: if the pipeline does not exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if pipeline is None:
raise KeyError(
f"Unable to get pipeline with ID '{pipeline_id}': "
"No pipeline with this ID found."
)
return pipeline.to_model()
get_role(self, role_name_or_id)
Gets a specific role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to get. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The requested role. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
"""
with Session(self.engine) as session:
role = self._get_role_schema(role_name_or_id, session=session)
return role.to_model()
get_run(self, run_name_or_id)
Gets a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the pipeline run to get. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The pipeline run. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_run(
self, run_name_or_id: Union[str, UUID]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
"""
with Session(self.engine) as session:
return self._get_run_schema(
run_name_or_id, session=session
).to_model()
get_run_step(self, step_run_id)
Get a step run by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step run to get. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The step run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the step run doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
Raises:
KeyError: if the step run doesn't exist.
"""
with Session(self.engine) as session:
step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == step_run_id)
).first()
if step_run is None:
raise KeyError(
f"Unable to get step run with ID {step_run_id}: No step "
"run with this ID found."
)
return step_run.to_model()
get_schedule(self, schedule_id)
Get a schedule with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
ID of the schedule. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The schedule. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
Raises:
KeyError: if the schedule does not exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if schedule is None:
raise KeyError(
f"Unable to get schedule with ID '{schedule_id}': "
"No schedule with this ID found."
)
return schedule.to_model()
get_service_connector(self, service_connector_id)
Gets a specific service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to get. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The requested service connector, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
Raises:
KeyError: If no service connector with the given ID exists.
"""
with Session(self.engine) as session:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).first()
if service_connector is None:
raise KeyError(
f"Service connector with ID {service_connector_id} not "
"found."
)
connector = service_connector.to_model()
self._populate_connector_type(connector)
return connector
get_service_connector_client(self, service_connector_id, resource_type=None, resource_id=None)
Get a service connector client for a service connector and given resource.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the base service connector to use. |
required |
resource_type |
Optional[str] |
The type of resource to get a client for. |
None |
resource_id |
Optional[str] |
The ID of the resource to get a client for. |
None |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
A service connector client that can be used to access the given resource. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
"""
connector = self.get_service_connector(service_connector_id)
connector_instance = service_connector_registry.instantiate_connector(
model=connector
)
# Fetch the connector client
connector_client = connector_instance.get_connector_client(
resource_type=resource_type,
resource_id=resource_id,
)
# Return the model for the connector client
connector = connector_client.to_response_model(
user=connector.user,
workspace=connector.workspace,
is_shared=connector.is_shared,
description=connector.description,
labels=connector.labels,
)
self._populate_connector_type(connector)
return connector
get_service_connector_type(self, connector_type)
Returns the requested service connector type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
str |
the service connector type identifier. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorTypeModel |
The requested service connector type. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
"""
return service_connector_registry.get_service_connector_type(
connector_type
)
get_stack(self, stack_id)
Get a stack by its unique ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to get. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The stack with the given ID. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
Raises:
KeyError: if the stack doesn't exist.
"""
with Session(self.engine) as session:
stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).first()
if stack is None:
raise KeyError(f"Stack with ID {stack_id} not found.")
return stack.to_model()
get_stack_component(self, component_id)
Get a stack component by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to get. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The stack component. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
with Session(self.engine) as session:
stack_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).first()
if stack_component is None:
raise KeyError(
f"Stack component with ID {component_id} not found."
)
return stack_component.to_model()
get_store_info(self)
Get information about the store.
Returns:
| Type | Description |
|---|---|
ServerModel |
Information about the store. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
model = super().get_store_info()
sql_url = make_url(self.config.url)
model.database_type = ServerDatabaseType(sql_url.drivername)
# Fetch the deployment ID from the database and use it to replace
# the one fetched from the global configuration
model.id = self.get_deployment_id()
return model
get_team(self, team_name_or_id)
Gets a specific team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The requested team. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
"""
with Session(self.engine) as session:
team = self._get_team_schema(team_name_or_id, session=session)
return team.to_model()
get_team_role_assignment(self, team_role_assignment_id)
Gets a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The requested role assignment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no role assignment with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
with Session(self.engine) as session:
team_role = session.exec(
select(TeamRoleAssignmentSchema).where(
TeamRoleAssignmentSchema.id == team_role_assignment_id
)
).one_or_none()
if team_role:
return team_role.to_model()
else:
raise KeyError(
f"Unable to get team role assignment with ID "
f"'{team_role_assignment_id}': No team role assignment "
f"with this ID found."
)
get_user(self, user_name_or_id=None, include_private=False)
Gets a specific user, when no id is specified the active user is returned.
Raises a KeyError in case a user with that id does not exist.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to get. |
None |
include_private |
bool |
Whether to include private user information |
False |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The requested user, if it was found. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
Raises a KeyError in case a user with that id does not exist.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
"""
if not user_name_or_id:
user_name_or_id = self._default_user_name
with Session(self.engine) as session:
user = self._get_user_schema(user_name_or_id, session=session)
return user.to_model(include_private=include_private)
get_user_role_assignment(self, user_role_assignment_id)
Gets a role assignment by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The role assignment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the role assignment does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Gets a role assignment by ID.
Args:
user_role_assignment_id: ID of the role assignment to get.
Returns:
The role assignment.
Raises:
KeyError: If the role assignment does not exist.
"""
with Session(self.engine) as session:
user_role = session.exec(
select(UserRoleAssignmentSchema).where(
UserRoleAssignmentSchema.id == user_role_assignment_id
)
).one_or_none()
if user_role:
return user_role.to_model()
else:
raise KeyError(
f"Unable to get user role assignment with ID "
f"'{user_role_assignment_id}': No user role assignment "
f"with this ID found."
)
get_workspace(self, workspace_name_or_id)
Get an existing workspace by name or ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the workspace to get. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The requested workspace if one was found. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_workspace(
self, workspace_name_or_id: Union[str, UUID]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace if one was found.
"""
with Session(self.engine) as session:
workspace = self._get_workspace_schema(
workspace_name_or_id, session=session
)
return workspace.to_model()
list_artifacts(self, artifact_filter_model)
List all artifacts matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_filter_model |
ArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ArtifactResponseModel] |
A list of all artifacts matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(ArtifactSchema)
if artifact_filter_model.only_unused:
query = query.where(
ArtifactSchema.id.notin_( # type: ignore[attr-defined]
select(StepRunOutputArtifactSchema.artifact_id)
)
)
query = query.where(
ArtifactSchema.id.notin_( # type: ignore[attr-defined]
select(StepRunInputArtifactSchema.artifact_id)
)
)
return self.filter_and_paginate(
session=session,
query=query,
table=ArtifactSchema,
filter_model=artifact_filter_model,
)
list_authorized_devices(self, filter_model)
List all OAuth 2.0 authorized devices for a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
OAuthDeviceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[OAuthDeviceResponseModel] |
A page of all matching OAuth 2.0 authorized devices. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
with Session(self.engine) as session:
query = select(OAuthDeviceSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=OAuthDeviceSchema,
filter_model=filter_model,
)
list_builds(self, build_filter_model)
List all builds matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_filter_model |
PipelineBuildFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineBuildResponseModel] |
A page of all builds matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineBuildSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineBuildSchema,
filter_model=build_filter_model,
)
list_code_repositories(self, filter_model)
List all code repositories.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
CodeRepositoryFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[CodeRepositoryResponseModel] |
A page of all code repositories. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
with Session(self.engine) as session:
query = select(CodeRepositorySchema)
return self.filter_and_paginate(
session=session,
query=query,
table=CodeRepositorySchema,
filter_model=filter_model,
)
list_deployments(self, deployment_filter_model)
List all deployments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_filter_model |
PipelineDeploymentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineDeploymentResponseModel] |
A page of all deployments matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineDeploymentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineDeploymentSchema,
filter_model=deployment_filter_model,
)
list_flavors(self, flavor_filter_model)
List all stack component flavors matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_filter_model |
FlavorFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[FlavorResponseModel] |
List of all the stack component flavors matching the given criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params
Returns:
List of all the stack component flavors matching the given criteria.
"""
with Session(self.engine) as session:
query = select(FlavorSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=FlavorSchema,
filter_model=flavor_filter_model,
)
list_model_version_artifact_links(self, model_version_artifact_link_filter_model)
Get all model version to artifact links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link_filter_model |
ModelVersionArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionArtifactResponseModel] |
A page of all model version to artifact links. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
with Session(self.engine) as session:
# issue: https://github.com/tiangolo/sqlmodel/issues/109
if model_version_artifact_link_filter_model.only_artifacts:
query = (
select(ModelVersionArtifactSchema)
.where(
ModelVersionArtifactSchema.is_model_object
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.is_deployment
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
elif model_version_artifact_link_filter_model.only_deployments:
query = (
select(ModelVersionArtifactSchema)
.where(ModelVersionArtifactSchema.is_deployment)
.where(
ModelVersionArtifactSchema.is_model_object
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
elif model_version_artifact_link_filter_model.only_model_objects:
query = (
select(ModelVersionArtifactSchema)
.where(ModelVersionArtifactSchema.is_model_object)
.where(
ModelVersionArtifactSchema.is_deployment
== False # noqa: E712
)
.where(
ModelVersionArtifactSchema.artifact
!= None # noqa: E712, E711
)
)
else:
query = select(ModelVersionArtifactSchema)
model_version_artifact_link_filter_model.only_artifacts = None
model_version_artifact_link_filter_model.only_deployments = None
model_version_artifact_link_filter_model.only_model_objects = None
return self.filter_and_paginate(
session=session,
query=query,
table=ModelVersionArtifactSchema,
filter_model=model_version_artifact_link_filter_model,
)
list_model_version_pipeline_run_links(self, model_version_pipeline_run_link_filter_model)
Get all model version to pipeline run links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link_filter_model |
ModelVersionPipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionPipelineRunResponseModel] |
A page of all model version to pipeline run links. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
with Session(self.engine) as session:
return self.filter_and_paginate(
session=session,
query=select(ModelVersionPipelineRunSchema),
table=ModelVersionPipelineRunSchema,
filter_model=model_version_pipeline_run_link_filter_model,
)
list_model_versions(self, model_version_filter_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_filter_model |
ModelVersionFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionResponseModel] |
A page of all model versions. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
with Session(self.engine) as session:
query = select(ModelVersionSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ModelVersionSchema,
filter_model=model_version_filter_model,
)
list_models(self, model_filter_model)
Get all models by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_filter_model |
ModelFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelResponseModel] |
A page of all models. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
with Session(self.engine) as session:
query = select(ModelSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ModelSchema,
filter_model=model_filter_model,
)
list_pipelines(self, pipeline_filter_model)
List all pipelines matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_filter_model |
PipelineFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineResponseModel] |
A list of all pipelines matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineSchema,
filter_model=pipeline_filter_model,
)
list_roles(self, role_filter_model)
List all roles matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_filter_model |
RoleFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RoleResponseModel] |
A list of all roles matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(RoleSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=RoleSchema,
filter_model=role_filter_model,
)
list_run_metadata(self, run_metadata_filter_model)
List run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata_filter_model |
RunMetadataFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RunMetadataResponseModel] |
The run metadata. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
with Session(self.engine) as session:
query = select(RunMetadataSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=RunMetadataSchema,
filter_model=run_metadata_filter_model,
)
list_run_steps(self, step_run_filter_model)
List all step runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_filter_model |
StepRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[StepRunResponseModel] |
A list of all step runs matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StepRunSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=StepRunSchema,
filter_model=step_run_filter_model,
)
list_runs(self, runs_filter_model)
List all pipeline runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
runs_filter_model |
PipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineRunResponseModel] |
A list of all pipeline runs matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(PipelineRunSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=PipelineRunSchema,
filter_model=runs_filter_model,
)
list_schedules(self, schedule_filter_model)
List all schedules in the workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_filter_model |
ScheduleFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[ScheduleResponseModel] |
A list of schedules. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
with Session(self.engine) as session:
query = select(ScheduleSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=ScheduleSchema,
filter_model=schedule_filter_model,
)
list_service_connector_resources(self, user_name_or_id, workspace_name_or_id, connector_type=None, resource_type=None, resource_id=None)
List resources that can be accessed by service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to scope to. |
required |
workspace_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the workspace to scope to. |
required |
connector_type |
Optional[str] |
The type of service connector to scope to. |
None |
resource_type |
Optional[str] |
The type of resource to scope to. |
None |
resource_id |
Optional[str] |
The ID of the resource to scope to. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorResourcesModel] |
The matching list of resources that available service connectors have access to. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
user = self.get_user(user_name_or_id)
workspace = self.get_workspace(workspace_name_or_id)
connector_filter_model = ServiceConnectorFilterModel(
connector_type=connector_type,
resource_type=resource_type,
is_shared=True,
workspace_id=workspace.id,
)
shared_connectors = self.list_service_connectors(
filter_model=connector_filter_model
).items
connector_filter_model = ServiceConnectorFilterModel(
connector_type=connector_type,
resource_type=resource_type,
is_shared=False,
user_id=user.id,
workspace_id=workspace.id,
)
private_connectors = self.list_service_connectors(
filter_model=connector_filter_model
).items
resource_list: List[ServiceConnectorResourcesModel] = []
for connector in list(shared_connectors) + list(private_connectors):
if not service_connector_registry.is_registered(connector.type):
# For connectors that we can instantiate, i.e. those that have a
# connector type available locally, we return complete
# information about the resources that they have access to.
#
# For those that are not locally available, we only return
# rudimentary information extracted from the connector model
# without actively trying to discover the resources that they
# have access to.
if resource_id and connector.resource_id != resource_id:
# If an explicit resource ID is required, the connector
# has to be configured with it.
continue
resources = (
ServiceConnectorResourcesModel.from_connector_model(
connector,
resource_type=resource_type,
)
)
for r in resources.resources:
if not r.resource_ids:
r.error = (
f"The service '{connector.type}' connector type is "
"not available."
)
else:
try:
connector_instance = (
service_connector_registry.instantiate_connector(
model=connector
)
)
resources = connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
list_resources=True,
)
except (ValueError, AuthorizationException) as e:
error = (
f'Failed to fetch {resource_type or "available"} '
f"resources from service connector {connector.name}/"
f"{connector.id}: {e}"
)
# Log an exception if debug logging is enabled
if logger.isEnabledFor(logging.DEBUG):
logger.exception(error)
else:
logger.error(error)
continue
resource_list.append(resources)
return resource_list
list_service_connector_types(self, connector_type=None, resource_type=None, auth_method=None)
Get a list of service connector types.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
Optional[str] |
Filter by connector type. |
None |
resource_type |
Optional[str] |
Filter by resource type. |
None |
auth_method |
Optional[str] |
Filter by authentication method. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorTypeModel] |
List of service connector types. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
return service_connector_registry.list_service_connector_types(
connector_type=connector_type,
resource_type=resource_type,
auth_method=auth_method,
)
list_service_connectors(self, filter_model)
List all service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
ServiceConnectorFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ServiceConnectorResponseModel] |
A page of all service connectors. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
def fetch_connectors(
session: Session,
query: Union[
Select[ServiceConnectorSchema],
SelectOfScalar[ServiceConnectorSchema],
],
filter_model: BaseFilterModel,
) -> List[ServiceConnectorSchema]:
"""Custom fetch function for connector filtering and pagination.
Applies resource type and label filters to the query.
Args:
session: The database session.
query: The query to filter.
filter_model: The filter model.
Returns:
The filtered and paginated results.
"""
assert isinstance(filter_model, ServiceConnectorFilterModel)
items = self._list_filtered_service_connectors(
session=session, query=query, filter_model=filter_model
)
return items
with Session(self.engine) as session:
query = select(ServiceConnectorSchema)
paged_connectors: Page[
ServiceConnectorResponseModel
] = self.filter_and_paginate(
session=session,
query=query,
table=ServiceConnectorSchema,
filter_model=filter_model,
custom_fetch=fetch_connectors,
)
self._populate_connector_type(*paged_connectors.items)
return paged_connectors
list_stack_components(self, component_filter_model)
List all stack components matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_filter_model |
ComponentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ComponentResponseModel] |
A list of all stack components matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StackComponentSchema)
paged_components: Page[
ComponentResponseModel
] = self.filter_and_paginate(
session=session,
query=query,
table=StackComponentSchema,
filter_model=component_filter_model,
)
return paged_components
list_stacks(self, stack_filter_model)
List all stacks matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_filter_model |
StackFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[StackResponseModel] |
A list of all stacks matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stacks matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(StackSchema)
if stack_filter_model.component_id:
query = query.where(
StackCompositionSchema.stack_id == StackSchema.id
).where(
StackCompositionSchema.component_id
== stack_filter_model.component_id
)
return self.filter_and_paginate(
session=session,
query=query,
table=StackSchema,
filter_model=stack_filter_model,
)
list_team_role_assignments(self, team_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_filter_model |
TeamRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(TeamRoleAssignmentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=TeamRoleAssignmentSchema,
filter_model=team_role_assignment_filter_model,
)
list_teams(self, team_filter_model)
List all teams matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_filter_model |
TeamFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamResponseModel] |
A list of all teams matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(TeamSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=TeamSchema,
filter_model=team_filter_model,
)
list_user_role_assignments(self, user_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_filter_model |
UserRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(UserRoleAssignmentSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=UserRoleAssignmentSchema,
filter_model=user_role_assignment_filter_model,
)
list_users(self, user_filter_model)
List all users.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_filter_model |
UserFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserResponseModel] |
A list of all users. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
with Session(self.engine) as session:
query = select(UserSchema)
paged_user: Page[UserResponseModel] = self.filter_and_paginate(
session=session,
query=query,
table=UserSchema,
filter_model=user_filter_model,
)
return paged_user
list_workspaces(self, workspace_filter_model)
List all workspace matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_filter_model |
WorkspaceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[WorkspaceResponseModel] |
A list of all workspace matching the filter criteria. |
Source code in zenml/zen_stores/sql_zen_store.py
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
with Session(self.engine) as session:
query = select(WorkspaceSchema)
return self.filter_and_paginate(
session=session,
query=query,
table=WorkspaceSchema,
filter_model=workspace_filter_model,
)
migrate_database(self)
Migrate the database to the head as defined by the python package.
Source code in zenml/zen_stores/sql_zen_store.py
def migrate_database(self) -> None:
"""Migrate the database to the head as defined by the python package."""
alembic_logger = logging.getLogger("alembic")
# remove all existing handlers
while len(alembic_logger.handlers):
alembic_logger.removeHandler(alembic_logger.handlers[0])
logging_level = get_logging_level()
# suppress alembic info logging if the zenml logging level is not debug
if logging_level == LoggingLevels.DEBUG:
alembic_logger.setLevel(logging.DEBUG)
else:
alembic_logger.setLevel(logging.WARNING)
alembic_logger.addHandler(get_console_handler())
# We need to account for 3 distinct cases here:
# 1. the database is completely empty (not initialized)
# 2. the database is not empty, but has never been migrated with alembic
# before (i.e. was created with SQLModel back when alembic wasn't
# used)
# 3. the database is not empty and has been migrated with alembic before
revisions = self.alembic.current_revisions()
if len(revisions) >= 1:
if len(revisions) > 1:
logger.warning(
"The ZenML database has more than one migration head "
"revision. This is not expected and might indicate a "
"database migration problem. Please raise an issue on "
"GitHub if you encounter this."
)
# Case 3: the database has been migrated with alembic before. Just
# upgrade to the latest revision.
self.alembic.upgrade()
else:
if self.alembic.db_is_empty():
# Case 1: the database is empty. We can just create the
# tables from scratch with alembic.
self.alembic.upgrade()
else:
# Case 2: the database is not empty, but has never been
# migrated with alembic before. We need to create the alembic
# version table, initialize it with the first revision where we
# introduced alembic and then upgrade to the latest revision.
self.alembic.stamp(ZENML_ALEMBIC_START_REVISION)
self.alembic.upgrade()
# If an alembic migration took place, all non-custom flavors are purged
# and the FlavorRegistry recreates all in-built and integration
# flavors in the db.
revisions_afterwards = self.alembic.current_revisions()
if revisions != revisions_afterwards:
self._sync_flavors()
update_authorized_device(self, device_id, update)
Updates an existing OAuth 2.0 authorized device for internal use.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to update. |
required |
update |
OAuthDeviceUpdateModel |
The update to be applied to the device. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The updated OAuth 2.0 authorized device. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to update device with ID {device_id}: No "
"device with this ID found."
)
existing_device.update(update)
session.add(existing_device)
session.commit()
return existing_device.to_model()
update_code_repository(self, code_repository_id, update)
Updates an existing code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to update. |
required |
update |
CodeRepositoryUpdateModel |
The update to be applied to the code repository. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The updated code repository. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given name exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
Raises:
KeyError: If no code repository with the given name exists.
"""
with Session(self.engine) as session:
existing_repo = session.exec(
select(CodeRepositorySchema).where(
CodeRepositorySchema.id == code_repository_id
)
).first()
if existing_repo is None:
raise KeyError(
f"Unable to update code repository with ID "
f"{code_repository_id}: No code repository with this ID "
"found."
)
existing_repo.update(update)
session.add(existing_repo)
session.commit()
return existing_repo.to_model()
update_flavor(self, flavor_id, flavor_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The id of the flavor to update. |
required |
flavor_update |
FlavorUpdateModel |
The update to be applied to the flavor. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The updated flavor. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no flavor with the given id exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
Raises:
KeyError: If no flavor with the given id exists.
"""
with Session(self.engine) as session:
existing_flavor = session.exec(
select(FlavorSchema).where(FlavorSchema.id == flavor_id)
).first()
if not existing_flavor:
raise KeyError(f"Flavor with ID {flavor_id} not found.")
existing_flavor.update(flavor_update=flavor_update)
session.add(existing_flavor)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_flavor)
return existing_flavor.to_model()
update_internal_authorized_device(self, device_id, update)
Updates an existing OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to update. |
required |
update |
OAuthDeviceInternalUpdateModel |
The update to be applied to the device. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceInternalResponseModel |
The updated OAuth 2.0 authorized device. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_internal_authorized_device(
self, device_id: UUID, update: OAuthDeviceInternalUpdateModel
) -> OAuthDeviceInternalResponseModel:
"""Updates an existing OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
with Session(self.engine) as session:
existing_device = session.exec(
select(OAuthDeviceSchema).where(
OAuthDeviceSchema.id == device_id
)
).first()
if existing_device is None:
raise KeyError(
f"Unable to update device with ID {device_id}: No device "
"with this ID found."
)
(
_,
user_code,
device_code,
) = existing_device.internal_update(update)
session.add(existing_device)
session.commit()
device_model = existing_device.to_internal_model()
if user_code:
# Replace the hashed user code with the original user code
device_model.user_code = user_code
if device_code:
# Replace the hashed device code with the original device code
device_model.device_code = device_code
return device_model
update_model(self, model_id, model_update)
Updates an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_id |
UUID |
UUID of the model to be updated. |
required |
model_update |
ModelUpdateModel |
the Model to be updated. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID not found. |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The updated model. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Raises:
KeyError: specified ID not found.
Returns:
The updated model.
"""
with Session(self.engine) as session:
existing_model = session.exec(
select(ModelSchema).where(ModelSchema.id == model_id)
).first()
if not existing_model:
raise KeyError(f"Model with ID {model_id} not found.")
existing_model.update(model_update=model_update)
session.add(existing_model)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_model)
return existing_model.to_model()
update_model_version(self, model_version_id, model_version_update_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_id |
UUID |
The ID of model version to be updated. |
required |
model_version_update_model |
ModelVersionUpdateModel |
The model version to be updated. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
An updated model version. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the model version not found |
RuntimeError |
If there is a model version with target stage, but |
Source code in zenml/zen_stores/sql_zen_store.py
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
Raises:
KeyError: If the model version not found
RuntimeError: If there is a model version with target stage, but `force` flag is off
"""
with Session(self.engine) as session:
existing_model_version = session.exec(
select(ModelVersionSchema)
.where(
ModelVersionSchema.model_id
== model_version_update_model.model
)
.where(ModelVersionSchema.id == model_version_id)
).first()
if not existing_model_version:
raise KeyError(f"Model version {model_version_id} not found.")
stage = None
if (stage_ := model_version_update_model.stage) is not None:
stage = getattr(stage_, "value", stage_)
existing_model_version_in_target_stage = session.exec(
select(ModelVersionSchema)
.where(
ModelVersionSchema.model_id
== model_version_update_model.model
)
.where(ModelVersionSchema.stage == stage)
).first()
if (
existing_model_version_in_target_stage is not None
and existing_model_version_in_target_stage.id
!= existing_model_version.id
):
if not model_version_update_model.force:
raise RuntimeError(
f"Model version {existing_model_version_in_target_stage.name} is "
f"in {stage}, but `force` flag is False."
)
else:
existing_model_version_in_target_stage.update(
target_stage=ModelStages.ARCHIVED.value
)
session.add(existing_model_version_in_target_stage)
logger.info(
f"Model version {existing_model_version_in_target_stage.name} has been set to {ModelStages.ARCHIVED.value}."
)
existing_model_version.update(
target_stage=stage,
target_name=model_version_update_model.name,
)
session.add(existing_model_version)
session.commit()
session.refresh(existing_model_version)
return existing_model_version.to_model()
update_pipeline(self, pipeline_id, pipeline_update)
Updates a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to be updated. |
required |
pipeline_update |
PipelineUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The updated pipeline. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_pipeline(
self,
pipeline_id: UUID,
pipeline_update: PipelineUpdateModel,
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
Raises:
KeyError: if the pipeline doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline with the given ID exists
existing_pipeline = session.exec(
select(PipelineSchema).where(PipelineSchema.id == pipeline_id)
).first()
if existing_pipeline is None:
raise KeyError(
f"Unable to update pipeline with ID {pipeline_id}: "
f"No pipeline with this ID found."
)
# Update the pipeline
existing_pipeline.update(pipeline_update)
session.add(existing_pipeline)
session.commit()
return existing_pipeline.to_model()
update_role(self, role_id, role_update)
Update an existing role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_id |
UUID |
The ID of the role to be updated. |
required |
role_update |
RoleUpdateModel |
The update to be applied to the role. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The updated role. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the role does not exist. |
IllegalOperationError |
if the role is a system role. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
Raises:
KeyError: if the role does not exist.
IllegalOperationError: if the role is a system role.
"""
with Session(self.engine) as session:
existing_role = session.exec(
select(RoleSchema).where(RoleSchema.id == role_id)
).first()
if existing_role is None:
raise KeyError(
f"Unable to update role with id "
f"'{role_id}': Found no"
f"existing roles with this id."
)
if existing_role.name in [DEFAULT_ADMIN_ROLE, DEFAULT_GUEST_ROLE]:
raise IllegalOperationError(
f"The built-in role '{existing_role.name}' cannot be "
f"updated."
)
# The relationship table for roles behaves different from the other
# ones. As such the required updates on the permissions have to be
# done manually.
if "permissions" in role_update.__fields_set__:
existing_permissions = {
p.name for p in existing_role.permissions
}
diff = existing_permissions.symmetric_difference(
role_update.permissions
)
for permission in diff:
if permission not in role_update.permissions:
permission_to_delete = session.exec(
select(RolePermissionSchema)
.where(RolePermissionSchema.name == permission)
.where(
RolePermissionSchema.role_id
== existing_role.id
)
).one_or_none()
session.delete(permission_to_delete)
elif permission not in existing_permissions:
session.add(
RolePermissionSchema(
name=permission, role_id=existing_role.id
)
)
# Update the role
existing_role.update(role_update=role_update)
session.add(existing_role)
session.commit()
session.commit()
# Refresh the Model that was just created
session.refresh(existing_role)
return existing_role.to_model()
update_run(self, run_id, run_update)
Updates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to update. |
required |
run_update |
PipelineRunUpdateModel |
The update to be applied to the pipeline run. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The updated pipeline run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
with Session(self.engine) as session:
# Check if pipeline run with the given ID exists
existing_run = session.exec(
select(PipelineRunSchema).where(PipelineRunSchema.id == run_id)
).first()
if existing_run is None:
raise KeyError(
f"Unable to update pipeline run with ID {run_id}: "
f"No pipeline run with this ID found."
)
# Update the pipeline run
existing_run.update(run_update=run_update)
session.add(existing_run)
session.commit()
session.refresh(existing_run)
return existing_run.to_model()
update_run_step(self, step_run_id, step_run_update)
Updates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step to update. |
required |
step_run_update |
StepRunUpdateModel |
The update to be applied to the step. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The updated step run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the step run doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
Raises:
KeyError: if the step run doesn't exist.
"""
with Session(self.engine) as session:
# Check if the step exists
existing_step_run = session.exec(
select(StepRunSchema).where(StepRunSchema.id == step_run_id)
).first()
if existing_step_run is None:
raise KeyError(
f"Unable to update step with ID {step_run_id}: "
f"No step with this ID found."
)
# Update the step
existing_step_run.update(step_run_update)
session.add(existing_step_run)
# Update the output artifacts.
for name, artifact_id in step_run_update.outputs.items():
self._set_run_step_output_artifact(
step_run_id=step_run_id,
artifact_id=artifact_id,
name=name,
session=session,
)
# Input artifacts and parent steps cannot be updated after the
# step has been created.
session.commit()
session.refresh(existing_step_run)
return existing_step_run.to_model()
update_schedule(self, schedule_id, schedule_update)
Updates a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to be updated. |
required |
schedule_update |
ScheduleUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The updated schedule. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule doesn't exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
Raises:
KeyError: if the schedule doesn't exist.
"""
with Session(self.engine) as session:
# Check if schedule with the given ID exists
existing_schedule = session.exec(
select(ScheduleSchema).where(ScheduleSchema.id == schedule_id)
).first()
if existing_schedule is None:
raise KeyError(
f"Unable to update schedule with ID {schedule_id}: "
f"No schedule with this ID found."
)
# Update the schedule
existing_schedule = existing_schedule.from_update_model(
schedule_update
)
session.add(existing_schedule)
session.commit()
return existing_schedule.to_model()
update_service_connector(self, service_connector_id, update)
Updates an existing service connector.
The update model contains the fields to be updated. If a field value is set to None in the model, the field is not updated, but there are special rules concerning some fields:
- the
configurationandsecretsfields together represent a full valid configuration update, not just a partial update. If either is set (i.e. not None) in the update, their values are merged together and will replace the existing configuration and secrets values. - the
resource_idfield value is also a full replacement value: if set toNone, the resource ID is removed from the service connector. - the
expiration_secondsfield value is also a full replacement value: if set toNone, the expiration is removed from the service connector. - the
secret_idfield value in the update is ignored, given that secrets are managed internally by the ZenML store. - the
labelsfield is also a full labels update: if set (i.e. notNone), all existing labels are removed and replaced by the new labels in the update.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to update. |
required |
update |
ServiceConnectorUpdateModel |
The update to be applied to the service connector. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The updated service connector. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given ID exists. |
IllegalOperationError |
If the service connector is referenced by one or more stack components and the update would change the connector type, resource type or resource ID. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
Raises:
KeyError: If no service connector with the given ID exists.
IllegalOperationError: If the service connector is referenced by
one or more stack components and the update would change the
connector type, resource type or resource ID.
"""
with Session(self.engine) as session:
existing_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == service_connector_id
)
).first()
if existing_connector is None:
raise KeyError(
f"Unable to update service connector with ID "
f"'{service_connector_id}': Found no existing service "
"connector with this ID."
)
# In case of a renaming update, make sure no service connector uses
# that name already
if update.name:
if (
existing_connector.name != update.name
and existing_connector.user_id is not None
):
self._fail_if_service_connector_with_name_exists_for_user(
name=update.name,
workspace_id=existing_connector.workspace_id,
user_id=existing_connector.user_id,
session=session,
)
# Check if service connector update makes the service connector a
# shared service connector
# In that case, check if a service connector with the same name is
# already shared within the workspace
if update.is_shared is not None:
if not existing_connector.is_shared and update.is_shared:
self._fail_if_service_connector_with_name_already_shared(
name=update.name or existing_connector.name,
workspace_id=existing_connector.workspace_id,
session=session,
)
existing_connector_model = existing_connector.to_model()
if len(existing_connector.components):
# If the service connector is already used in one or more
# stack components, the update is no longer allowed to change
# the service connector's authentication method, connector type,
# resource type, or resource ID
if (
update.connector_type
and update.type != existing_connector_model.connector_type
):
raise IllegalOperationError(
"The service type of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
if (
update.auth_method
and update.auth_method
!= existing_connector_model.auth_method
):
raise IllegalOperationError(
"The authentication method of a service connector that "
"is already actively used in one or more stack "
"components cannot be changed."
)
if (
update.resource_types
and update.resource_types
!= existing_connector_model.resource_types
):
raise IllegalOperationError(
"The resource type of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
# The resource ID field cannot be used as a partial update: if
# set to None, the existing resource ID is also removed
if update.resource_id != existing_connector_model.resource_id:
raise IllegalOperationError(
"The resource ID of a service connector that is "
"already actively used in one or more stack components "
"cannot be changed."
)
# If the connector type is locally available, we validate the update
# against the connector type schema before storing it in the
# database
if service_connector_registry.is_registered(
existing_connector.connector_type
):
connector_type = (
service_connector_registry.get_service_connector_type(
existing_connector.connector_type
)
)
# We need the auth method to be set to be able to validate the
# configuration
update.auth_method = (
update.auth_method or existing_connector_model.auth_method
)
# Validate the configuration update. If the configuration or
# secrets fields are set, together they are merged into a
# full configuration that is validated against the connector
# type schema and replaces the existing configuration and
# secrets values
update.validate_and_configure_resources(
connector_type=connector_type,
resource_types=update.resource_types,
resource_id=update.resource_id,
configuration=update.configuration,
secrets=update.secrets,
)
# Update secret
secret_id = self._update_connector_secret(
existing_connector=existing_connector_model,
updated_connector=update,
)
existing_connector.update(
connector_update=update, secret_id=secret_id
)
session.add(existing_connector)
session.commit()
connector = existing_connector.to_model()
self._populate_connector_type(connector)
return connector
update_stack(self, stack_id, stack_update)
Update a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack update. |
required |
stack_update |
StackUpdateModel |
The update request on the stack. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The updated stack. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
IllegalOperationError |
if the stack is a default stack. |
Source code in zenml/zen_stores/sql_zen_store.py
@track_decorator(AnalyticsEvent.UPDATED_STACK)
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
Raises:
KeyError: if the stack doesn't exist.
IllegalOperationError: if the stack is a default stack.
"""
with Session(self.engine) as session:
# Check if stack with the domain key (name, workspace, owner) already
# exists
existing_stack = session.exec(
select(StackSchema).where(StackSchema.id == stack_id)
).first()
if existing_stack is None:
raise KeyError(
f"Unable to update stack with id '{stack_id}': Found no"
f"existing stack with this id."
)
if existing_stack.name == DEFAULT_STACK_NAME:
raise IllegalOperationError(
"The default stack cannot be modified."
)
# In case of a renaming update, make sure no stack already exists
# with that name
if stack_update.name:
if existing_stack.name != stack_update.name:
self._fail_if_stack_with_name_exists_for_user(
stack=stack_update, session=session
)
# Check if stack update makes the stack a shared stack. In that
# case, check if a stack with the same name is already shared
# within the workspace
if stack_update.is_shared:
if not existing_stack.is_shared and stack_update.is_shared:
self._fail_if_stack_with_name_already_shared(
stack=stack_update, session=session
)
components = []
if stack_update.components:
filters = [
(StackComponentSchema.id == component_id)
for list_of_component_ids in stack_update.components.values()
for component_id in list_of_component_ids
]
components = session.exec(
select(StackComponentSchema).where(or_(*filters))
).all()
existing_stack.update(
stack_update=stack_update,
components=components,
)
session.add(existing_stack)
session.commit()
session.refresh(existing_stack)
return existing_stack.to_model()
update_stack_component(self, component_id, component_update)
Update an existing stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to update. |
required |
component_update |
ComponentUpdateModel |
The update to be applied to the stack component. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The updated stack component. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
IllegalOperationError |
if the stack component is a default stack component. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_stack_component(
self, component_id: UUID, component_update: ComponentUpdateModel
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
Raises:
KeyError: if the stack component doesn't exist.
IllegalOperationError: if the stack component is a default stack
component.
"""
with Session(self.engine) as session:
existing_component = session.exec(
select(StackComponentSchema).where(
StackComponentSchema.id == component_id
)
).first()
if existing_component is None:
raise KeyError(
f"Unable to update component with id "
f"'{component_id}': Found no"
f"existing component with this id."
)
if (
existing_component.name == DEFAULT_STACK_COMPONENT_NAME
and existing_component.type
in [
StackComponentType.ORCHESTRATOR,
StackComponentType.ARTIFACT_STORE,
]
):
raise IllegalOperationError(
f"The default {existing_component.type} cannot be modified."
)
# In case of a renaming update, make sure no component of the same
# type already exists with that name
if component_update.name:
if (
existing_component.name != component_update.name
and existing_component.user_id is not None
):
self._fail_if_component_with_name_type_exists_for_user(
name=component_update.name,
component_type=existing_component.type,
workspace_id=existing_component.workspace_id,
user_id=existing_component.user_id,
session=session,
)
# Check if component update makes the component a shared component,
# In that case check if a component with the same name, type are
# already shared within the workspace
if component_update.is_shared:
if (
not existing_component.is_shared
and component_update.is_shared
):
self._fail_if_component_with_name_type_already_shared(
name=component_update.name or existing_component.name,
component_type=existing_component.type,
workspace_id=existing_component.workspace_id,
session=session,
)
existing_component.update(component_update=component_update)
service_connector: Optional[ServiceConnectorSchema] = None
if component_update.connector:
service_connector = session.exec(
select(ServiceConnectorSchema).where(
ServiceConnectorSchema.id == component_update.connector
)
).first()
if service_connector is None:
raise KeyError(
"Service connector with ID "
f"{component_update.connector} not found."
)
if service_connector:
existing_component.connector = service_connector
session.add(existing_component)
session.commit()
return existing_component.to_model()
update_team(self, team_id, team_update)
Update an existing team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_id |
UUID |
The ID of the team to be updated. |
required |
team_update |
TeamUpdateModel |
The update to be applied to the team. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The updated team. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the team does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
Raises:
KeyError: if the team does not exist.
"""
with Session(self.engine) as session:
existing_team = session.exec(
select(TeamSchema).where(TeamSchema.id == team_id)
).first()
if existing_team is None:
raise KeyError(
f"Unable to update team with id "
f"'{team_id}': Found no"
f"existing teams with this id."
)
# Update the team
existing_team.update(team_update=team_update)
existing_team.users = []
if "users" in team_update.__fields_set__ and team_update.users:
for user in team_update.users:
existing_team.users.append(
self._get_user_schema(
user_name_or_id=user, session=session
)
)
session.add(existing_team)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_team)
return existing_team.to_model()
update_user(self, user_id, user_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_id |
UUID |
The id of the user to update. |
required |
user_update |
UserUpdateModel |
The update to be applied to the user. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The updated user. |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
If the request tries to update the username for the default user account. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
Raises:
IllegalOperationError: If the request tries to update the username
for the default user account.
"""
with Session(self.engine) as session:
existing_user = self._get_user_schema(user_id, session=session)
if (
existing_user.name == self._default_user_name
and "name" in user_update.__fields_set__
and user_update.name != existing_user.name
):
raise IllegalOperationError(
"The username of the default user account cannot be "
"changed."
)
existing_user.update(user_update=user_update)
session.add(existing_user)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_user)
return existing_user.to_model()
update_workspace(self, workspace_id, workspace_update)
Update an existing workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
UUID |
The ID of the workspace to be updated. |
required |
workspace_update |
WorkspaceUpdateModel |
The update to be applied to the workspace. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The updated workspace. |
Exceptions:
| Type | Description |
|---|---|
IllegalOperationError |
if the workspace is the default workspace. |
KeyError |
if the workspace does not exist. |
Source code in zenml/zen_stores/sql_zen_store.py
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
Raises:
IllegalOperationError: if the workspace is the default workspace.
KeyError: if the workspace does not exist.
"""
with Session(self.engine) as session:
existing_workspace = session.exec(
select(WorkspaceSchema).where(
WorkspaceSchema.id == workspace_id
)
).first()
if existing_workspace is None:
raise KeyError(
f"Unable to update workspace with id "
f"'{workspace_id}': Found no"
f"existing workspaces with this id."
)
if (
existing_workspace.name == self._default_workspace_name
and "name" in workspace_update.__fields_set__
and workspace_update.name != existing_workspace.name
):
raise IllegalOperationError(
"The name of the default workspace cannot be changed."
)
# Update the workspace
existing_workspace.update(workspace_update=workspace_update)
session.add(existing_workspace)
session.commit()
# Refresh the Model that was just created
session.refresh(existing_workspace)
return existing_workspace.to_model()
verify_service_connector(self, service_connector_id, resource_type=None, resource_id=None, list_resources=True)
Verifies if a service connector instance has access to one or more resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to verify. |
required |
resource_type |
Optional[str] |
The type of resource to verify access to. |
None |
resource_id |
Optional[str] |
The ID of the resource to verify access to. |
None |
list_resources |
bool |
If True, the list of all resources accessible through the service connector and matching the supplied resource type and ID are returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector has access to, scoped to the supplied resource type and ID, if provided. |
Source code in zenml/zen_stores/sql_zen_store.py
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
"""
connector = self.get_service_connector(service_connector_id)
connector_instance = service_connector_registry.instantiate_connector(
model=connector
)
return connector_instance.verify(
resource_type=resource_type,
resource_id=resource_id,
list_resources=list_resources,
)
verify_service_connector_config(self, service_connector, list_resources=True)
Verifies if a service connector configuration has access to resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
The service connector configuration to verify. |
required |
list_resources |
bool |
If True, the list of all resources accessible through the service connector is returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector configuration has access to. |
Source code in zenml/zen_stores/sql_zen_store.py
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector is returned.
Returns:
The list of resources that the service connector configuration has
access to.
"""
connector_instance = service_connector_registry.instantiate_connector(
model=service_connector
)
return connector_instance.verify(list_resources=list_resources)
SqlZenStoreConfiguration (StoreConfiguration)
pydantic-model
SQL ZenML store configuration.
Attributes:
| Name | Type | Description |
|---|---|---|
type |
StoreType |
The type of the store. |
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The configuration of the secrets store to use. This defaults to a SQL secrets store that extends the SQL ZenML store. |
driver |
Optional[zenml.zen_stores.sql_zen_store.SQLDatabaseDriver] |
The SQL database driver. |
database |
Optional[str] |
database name. If not already present on the server, it will be created automatically on first access. |
username |
Optional[str] |
The database username. |
password |
Optional[str] |
The database password. |
ssl_ca |
Optional[str] |
certificate authority certificate. Required for SSL enabled authentication if the CA certificate is not part of the certificates shipped by the operating system. |
ssl_cert |
Optional[str] |
client certificate. Required for SSL enabled authentication if client certificates are used. |
ssl_key |
Optional[str] |
client certificate private key. Required for SSL enabled if client certificates are used. |
ssl_verify_server_cert |
bool |
set to verify the identity of the server against the provided server certificate. |
pool_size |
int |
The maximum number of connections to keep in the SQLAlchemy pool. |
max_overflow |
int |
The maximum number of connections to allow in the SQLAlchemy pool in addition to the pool_size. |
pool_pre_ping |
bool |
Enable emitting a test statement on the SQL connection at the start of each connection pool checkout, to test that the database connection is still viable. |
Source code in zenml/zen_stores/sql_zen_store.py
class SqlZenStoreConfiguration(StoreConfiguration):
"""SQL ZenML store configuration.
Attributes:
type: The type of the store.
secrets_store: The configuration of the secrets store to use.
This defaults to a SQL secrets store that extends the SQL ZenML
store.
driver: The SQL database driver.
database: database name. If not already present on the server, it will
be created automatically on first access.
username: The database username.
password: The database password.
ssl_ca: certificate authority certificate. Required for SSL
enabled authentication if the CA certificate is not part of the
certificates shipped by the operating system.
ssl_cert: client certificate. Required for SSL enabled
authentication if client certificates are used.
ssl_key: client certificate private key. Required for SSL
enabled if client certificates are used.
ssl_verify_server_cert: set to verify the identity of the server
against the provided server certificate.
pool_size: The maximum number of connections to keep in the SQLAlchemy
pool.
max_overflow: The maximum number of connections to allow in the
SQLAlchemy pool in addition to the pool_size.
pool_pre_ping: Enable emitting a test statement on the SQL connection
at the start of each connection pool checkout, to test that the
database connection is still viable.
"""
type: StoreType = StoreType.SQL
secrets_store: Optional[SecretsStoreConfiguration] = None
driver: Optional[SQLDatabaseDriver] = None
database: Optional[str] = None
username: Optional[str] = None
password: Optional[str] = None
ssl_ca: Optional[str] = None
ssl_cert: Optional[str] = None
ssl_key: Optional[str] = None
ssl_verify_server_cert: bool = False
pool_size: int = 20
max_overflow: int = 20
pool_pre_ping: bool = True
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store is initialized with a default SQL secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
"""
if secrets_store is None:
secrets_store = SqlSecretsStoreConfiguration()
return secrets_store
@root_validator(pre=True)
def _remove_grpc_attributes(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Removes old GRPC attributes.
Args:
values: All model attribute values.
Returns:
The model attribute values
"""
grpc_attribute_keys = [
"grpc_metadata_host",
"grpc_metadata_port",
"grpc_metadata_ssl_ca",
"grpc_metadata_ssl_key",
"grpc_metadata_ssl_cert",
]
grpc_values = [values.pop(key, None) for key in grpc_attribute_keys]
if any(grpc_values):
logger.warning(
"The GRPC attributes %s are unused and will be removed soon. "
"Please remove them from SQLZenStore configuration. This will "
"become an error in future versions of ZenML."
)
return values
@root_validator
def _validate_url(cls, values: Dict[str, Any]) -> Dict[str, Any]:
"""Validate the SQL URL.
The validator also moves the MySQL username, password and database
parameters from the URL into the other configuration arguments, if they
are present in the URL.
Args:
values: The values to validate.
Returns:
The validated values.
Raises:
ValueError: If the URL is invalid or the SQL driver is not
supported.
"""
url = values.get("url")
if url is None:
return values
# When running inside a container, if the URL uses localhost, the
# target service will not be available. We try to replace localhost
# with one of the special Docker or K3D internal hostnames.
url = replace_localhost_with_internal_hostname(url)
try:
sql_url = make_url(url)
except ArgumentError as e:
raise ValueError(
"Invalid SQL URL `%s`: %s. The URL must be in the format "
"`driver://[[username:password@]hostname:port]/database["
"?<extra-args>]`.",
url,
str(e),
)
if sql_url.drivername not in SQLDatabaseDriver.values():
raise ValueError(
"Invalid SQL driver value `%s`: The driver must be one of: %s.",
url,
", ".join(SQLDatabaseDriver.values()),
)
values["driver"] = SQLDatabaseDriver(sql_url.drivername)
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
if (
sql_url.username
or sql_url.password
or sql_url.query
or sql_url.database is None
):
raise ValueError(
"Invalid SQLite URL `%s`: The URL must be in the "
"format `sqlite:///path/to/database.db`.",
url,
)
if values.get("username") or values.get("password"):
raise ValueError(
"Invalid SQLite configuration: The username and password "
"must not be set",
url,
)
values["database"] = sql_url.database
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
if sql_url.username:
values["username"] = sql_url.username
sql_url = sql_url._replace(username=None)
if sql_url.password:
values["password"] = sql_url.password
sql_url = sql_url._replace(password=None)
if sql_url.database:
values["database"] = sql_url.database
sql_url = sql_url._replace(database=None)
if sql_url.query:
for k, v in sql_url.query.items():
if k == "ssl_ca":
values["ssl_ca"] = v
elif k == "ssl_cert":
values["ssl_cert"] = v
elif k == "ssl_key":
values["ssl_key"] = v
elif k == "ssl_verify_server_cert":
values["ssl_verify_server_cert"] = v
else:
raise ValueError(
"Invalid MySQL URL query parameter `%s`: The "
"parameter must be one of: ssl_ca, ssl_cert, "
"ssl_key, or ssl_verify_server_cert.",
k,
)
sql_url = sql_url._replace(query={})
database = values.get("database")
if (
not values.get("username")
or not values.get("password")
or not database
):
raise ValueError(
"Invalid MySQL configuration: The username, password and "
"database must be set in the URL or as configuration "
"attributes",
)
regexp = r"^[^\\/?%*:|\"<>.-]{1,64}$"
match = re.match(regexp, database)
if not match:
raise ValueError(
f"The database name does not conform to the required "
f"format "
f"rules ({regexp}): {database}"
)
# Save the certificates in a secure location on disk
secret_folder = Path(
GlobalConfiguration().local_stores_path,
"certificates",
)
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
content = values.get(key)
if content and not os.path.isfile(content):
fileio.makedirs(str(secret_folder))
file_path = Path(secret_folder, f"{key}.pem")
with open(file_path, "w") as f:
f.write(content)
file_path.chmod(0o600)
values[key] = str(file_path)
values["url"] = str(sql_url)
return values
@staticmethod
def get_local_url(path: str) -> str:
"""Get a local SQL url for a given local path.
Args:
path: The path to the local sqlite file.
Returns:
The local SQL url for the given path.
"""
return f"sqlite:///{path}/{ZENML_SQLITE_DB_FILENAME}"
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return make_url(url).drivername in SQLDatabaseDriver.values()
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
file_path = getattr(self, key, None)
if file_path and os.path.isfile(file_path):
with open(file_path, "r") as f:
setattr(self, key, f.read())
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, SqlZenStoreConfiguration)
config = config.copy()
if config.driver == SQLDatabaseDriver.MYSQL:
# Load the certificate values back into the configuration
config.expand_certificates()
elif config.driver == SQLDatabaseDriver.SQLITE:
if load_config_path:
config.url = cls.get_local_url(str(load_config_path))
else:
config.url = cls.get_local_url(config_path)
return config
def get_sqlmodel_config(
self,
) -> Tuple[str, Dict[str, Any], Dict[str, Any]]:
"""Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
The URL and connection arguments for the SQLModel engine.
Raises:
NotImplementedError: If the SQL driver is not supported.
"""
sql_url = make_url(self.url)
sqlalchemy_connect_args: Dict[str, Any] = {}
engine_args = {}
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
assert self.database is not None
# The following default value is needed for sqlite to avoid the
# Error:
# sqlite3.ProgrammingError: SQLite objects created in a thread can
# only be used in that same thread.
sqlalchemy_connect_args = {"check_same_thread": False}
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
# all these are guaranteed by our root validator
assert self.database is not None
assert self.username is not None
assert self.password is not None
assert sql_url.host is not None
engine_args = {
"pool_size": self.pool_size,
"max_overflow": self.max_overflow,
"pool_pre_ping": self.pool_pre_ping,
}
sql_url = sql_url._replace(
drivername="mysql+pymysql",
username=self.username,
password=self.password,
database=self.database,
)
sqlalchemy_ssl_args: Dict[str, Any] = {}
# Handle SSL params
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
ssl_setting = getattr(self, key)
if not ssl_setting:
continue
if not os.path.isfile(ssl_setting):
logger.warning(
f"Database SSL setting `{key}` is not a file. "
)
sqlalchemy_ssl_args[key.lstrip("ssl_")] = ssl_setting
if len(sqlalchemy_ssl_args) > 0:
sqlalchemy_ssl_args[
"check_hostname"
] = self.ssl_verify_server_cert
sqlalchemy_connect_args["ssl"] = sqlalchemy_ssl_args
else:
raise NotImplementedError(
f"SQL driver `{sql_url.drivername}` is not supported."
)
return str(sql_url), sqlalchemy_connect_args, engine_args
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
Config
Pydantic configuration class.
Source code in zenml/zen_stores/sql_zen_store.py
class Config:
"""Pydantic configuration class."""
# Don't validate attributes when assigning them. This is necessary
# because the certificate attributes can be expanded to the contents
# of the certificate files.
validate_assignment = False
# Forbid extra attributes set in the class.
extra = "forbid"
copy_configuration(config, config_path, load_config_path=None)
classmethod
Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can be loaded using a different configuration path or in the context of a new environment, such as a container image.
The configuration files accompanying the store configuration are also copied to the new configuration path (e.g. certificates etc.).
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
config |
StoreConfiguration |
The store configuration to copy. |
required |
config_path |
str |
new path where the configuration copy will be loaded from. |
required |
load_config_path |
Optional[pathlib.PurePath] |
absolute path that will be used to load the copied
configuration. This can be set to a value different from
|
None |
Returns:
| Type | Description |
|---|---|
StoreConfiguration |
A new store configuration object that reflects the new configuration path. |
Source code in zenml/zen_stores/sql_zen_store.py
@classmethod
def copy_configuration(
cls,
config: "StoreConfiguration",
config_path: str,
load_config_path: Optional[PurePath] = None,
) -> "StoreConfiguration":
"""Copy the store config using a different configuration path.
This method is used to create a copy of the store configuration that can
be loaded using a different configuration path or in the context of a
new environment, such as a container image.
The configuration files accompanying the store configuration are also
copied to the new configuration path (e.g. certificates etc.).
Args:
config: The store configuration to copy.
config_path: new path where the configuration copy will be loaded
from.
load_config_path: absolute path that will be used to load the copied
configuration. This can be set to a value different from
`config_path` if the configuration copy will be loaded from
a different environment, e.g. when the configuration is copied
to a container image and loaded using a different absolute path.
This will be reflected in the paths and URLs encoded in the
copied configuration.
Returns:
A new store configuration object that reflects the new configuration
path.
"""
assert isinstance(config, SqlZenStoreConfiguration)
config = config.copy()
if config.driver == SQLDatabaseDriver.MYSQL:
# Load the certificate values back into the configuration
config.expand_certificates()
elif config.driver == SQLDatabaseDriver.SQLITE:
if load_config_path:
config.url = cls.get_local_url(str(load_config_path))
else:
config.url = cls.get_local_url(config_path)
return config
expand_certificates(self)
Expands the certificates in the verify_ssl field.
Source code in zenml/zen_stores/sql_zen_store.py
def expand_certificates(self) -> None:
"""Expands the certificates in the verify_ssl field."""
# Load the certificate values back into the configuration
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
file_path = getattr(self, key, None)
if file_path and os.path.isfile(file_path):
with open(file_path, "r") as f:
setattr(self, key, f.read())
get_local_url(path)
staticmethod
Get a local SQL url for a given local path.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path |
str |
The path to the local sqlite file. |
required |
Returns:
| Type | Description |
|---|---|
str |
The local SQL url for the given path. |
Source code in zenml/zen_stores/sql_zen_store.py
@staticmethod
def get_local_url(path: str) -> str:
"""Get a local SQL url for a given local path.
Args:
path: The path to the local sqlite file.
Returns:
The local SQL url for the given path.
"""
return f"sqlite:///{path}/{ZENML_SQLITE_DB_FILENAME}"
get_sqlmodel_config(self)
Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
| Type | Description |
|---|---|
Tuple[str, Dict[str, Any], Dict[str, Any]] |
The URL and connection arguments for the SQLModel engine. |
Exceptions:
| Type | Description |
|---|---|
NotImplementedError |
If the SQL driver is not supported. |
Source code in zenml/zen_stores/sql_zen_store.py
def get_sqlmodel_config(
self,
) -> Tuple[str, Dict[str, Any], Dict[str, Any]]:
"""Get the SQLModel engine configuration for the SQL ZenML store.
Returns:
The URL and connection arguments for the SQLModel engine.
Raises:
NotImplementedError: If the SQL driver is not supported.
"""
sql_url = make_url(self.url)
sqlalchemy_connect_args: Dict[str, Any] = {}
engine_args = {}
if sql_url.drivername == SQLDatabaseDriver.SQLITE:
assert self.database is not None
# The following default value is needed for sqlite to avoid the
# Error:
# sqlite3.ProgrammingError: SQLite objects created in a thread can
# only be used in that same thread.
sqlalchemy_connect_args = {"check_same_thread": False}
elif sql_url.drivername == SQLDatabaseDriver.MYSQL:
# all these are guaranteed by our root validator
assert self.database is not None
assert self.username is not None
assert self.password is not None
assert sql_url.host is not None
engine_args = {
"pool_size": self.pool_size,
"max_overflow": self.max_overflow,
"pool_pre_ping": self.pool_pre_ping,
}
sql_url = sql_url._replace(
drivername="mysql+pymysql",
username=self.username,
password=self.password,
database=self.database,
)
sqlalchemy_ssl_args: Dict[str, Any] = {}
# Handle SSL params
for key in ["ssl_key", "ssl_ca", "ssl_cert"]:
ssl_setting = getattr(self, key)
if not ssl_setting:
continue
if not os.path.isfile(ssl_setting):
logger.warning(
f"Database SSL setting `{key}` is not a file. "
)
sqlalchemy_ssl_args[key.lstrip("ssl_")] = ssl_setting
if len(sqlalchemy_ssl_args) > 0:
sqlalchemy_ssl_args[
"check_hostname"
] = self.ssl_verify_server_cert
sqlalchemy_connect_args["ssl"] = sqlalchemy_ssl_args
else:
raise NotImplementedError(
f"SQL driver `{sql_url.drivername}` is not supported."
)
return str(sql_url), sqlalchemy_connect_args, engine_args
supports_url_scheme(url)
classmethod
Check if a URL scheme is supported by this store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
url |
str |
The URL to check. |
required |
Returns:
| Type | Description |
|---|---|
bool |
True if the URL scheme is supported, False otherwise. |
Source code in zenml/zen_stores/sql_zen_store.py
@classmethod
def supports_url_scheme(cls, url: str) -> bool:
"""Check if a URL scheme is supported by this store.
Args:
url: The URL to check.
Returns:
True if the URL scheme is supported, False otherwise.
"""
return make_url(url).drivername in SQLDatabaseDriver.values()
validate_secrets_store(secrets_store)
classmethod
Ensures that the secrets store is initialized with a default SQL secrets store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
secrets_store |
Optional[zenml.config.secrets_store_config.SecretsStoreConfiguration] |
The secrets store config to be validated. |
required |
Returns:
| Type | Description |
|---|---|
SecretsStoreConfiguration |
The validated secrets store config. |
Source code in zenml/zen_stores/sql_zen_store.py
@validator("secrets_store")
def validate_secrets_store(
cls, secrets_store: Optional[SecretsStoreConfiguration]
) -> SecretsStoreConfiguration:
"""Ensures that the secrets store is initialized with a default SQL secrets store.
Args:
secrets_store: The secrets store config to be validated.
Returns:
The validated secrets store config.
"""
if secrets_store is None:
secrets_store = SqlSecretsStoreConfiguration()
return secrets_store
zen_store_interface
ZenML Store interface.
ZenStoreInterface (ABC)
ZenML store interface.
All ZenML stores must implement the methods in this interface.
The methods in this interface are organized in the following way:
-
they are grouped into categories based on the type of resource that they operate on (e.g. stacks, stack components, etc.)
-
each category has a set of CRUD methods (create, read, update, delete) that operate on the resources in that category. The order of the methods in each category should be:
-
create methods - store a new resource. These methods should fill in generated fields (e.g. UUIDs, creation timestamps) in the resource and return the updated resource.
- get methods - retrieve a single existing resource identified by a unique key or identifier from the store. These methods should always return a resource and raise an exception if the resource does not exist.
- list methods - retrieve a list of resources from the store. These methods should accept a set of filter parameters that can be used to filter the list of resources retrieved from the store.
- update methods - update an existing resource in the store. These methods should expect the updated resource to be correctly identified by its unique key or identifier and raise an exception if the resource does not exist.
- delete methods - delete an existing resource from the store. These methods should expect the resource to be correctly identified by its unique key or identifier. If the resource does not exist, an exception should be raised.
Best practices for implementing and keeping this interface clean and easy to maintain and extend:
- keep methods organized by resource type and ordered by CRUD operation
- for resources with multiple keys, don't implement multiple get or list methods here if the same functionality can be achieved by a single get or list method. Instead, implement them in the BaseZenStore class and have them call the generic get or list method in this interface.
- keep the logic required to convert between ZenML domain Model classes and internal store representations outside the ZenML domain Model classes
- methods for resources that have two or more unique keys (e.g. a Workspace
is uniquely identified by its name as well as its UUID) should reflect
that in the method variants and/or method arguments:
- methods that take in a resource identifier as argument should accept
all variants of the identifier (e.g.
workspace_name_or_uuidfor methods that get/list/update/delete Workspaces) - if a compound key is involved, separate get methods should be
implemented (e.g.
get_pipelineto get a pipeline by ID andget_pipeline_in_workspaceto get a pipeline by its name and the ID of the workspace it belongs to)
- methods that take in a resource identifier as argument should accept
all variants of the identifier (e.g.
- methods for resources that are scoped as children of other resources
(e.g. a Stack is always owned by a Workspace) should reflect the
key(s) of the parent resource in the provided methods and method
arguments:
- create methods should take the parent resource UUID(s) as an argument
(e.g.
create_stacktakes in the workspace ID) - get methods should be provided to retrieve a resource by the compound key that includes the parent resource key(s)
- list methods should feature optional filter arguments that reflect the parent resource key(s)
- create methods should take the parent resource UUID(s) as an argument
(e.g.
Source code in zenml/zen_stores/zen_store_interface.py
class ZenStoreInterface(ABC):
"""ZenML store interface.
All ZenML stores must implement the methods in this interface.
The methods in this interface are organized in the following way:
* they are grouped into categories based on the type of resource
that they operate on (e.g. stacks, stack components, etc.)
* each category has a set of CRUD methods (create, read, update, delete)
that operate on the resources in that category. The order of the methods
in each category should be:
* create methods - store a new resource. These methods
should fill in generated fields (e.g. UUIDs, creation timestamps) in
the resource and return the updated resource.
* get methods - retrieve a single existing resource identified by a
unique key or identifier from the store. These methods should always
return a resource and raise an exception if the resource does not
exist.
* list methods - retrieve a list of resources from the store. These
methods should accept a set of filter parameters that can be used to
filter the list of resources retrieved from the store.
* update methods - update an existing resource in the store. These
methods should expect the updated resource to be correctly identified
by its unique key or identifier and raise an exception if the resource
does not exist.
* delete methods - delete an existing resource from the store. These
methods should expect the resource to be correctly identified by its
unique key or identifier. If the resource does not exist,
an exception should be raised.
Best practices for implementing and keeping this interface clean and easy to
maintain and extend:
* keep methods organized by resource type and ordered by CRUD operation
* for resources with multiple keys, don't implement multiple get or list
methods here if the same functionality can be achieved by a single get or
list method. Instead, implement them in the BaseZenStore class and have
them call the generic get or list method in this interface.
* keep the logic required to convert between ZenML domain Model classes
and internal store representations outside the ZenML domain Model classes
* methods for resources that have two or more unique keys (e.g. a Workspace
is uniquely identified by its name as well as its UUID) should reflect
that in the method variants and/or method arguments:
* methods that take in a resource identifier as argument should accept
all variants of the identifier (e.g. `workspace_name_or_uuid` for methods
that get/list/update/delete Workspaces)
* if a compound key is involved, separate get methods should be
implemented (e.g. `get_pipeline` to get a pipeline by ID and
`get_pipeline_in_workspace` to get a pipeline by its name and the ID of
the workspace it belongs to)
* methods for resources that are scoped as children of other resources
(e.g. a Stack is always owned by a Workspace) should reflect the
key(s) of the parent resource in the provided methods and method
arguments:
* create methods should take the parent resource UUID(s) as an argument
(e.g. `create_stack` takes in the workspace ID)
* get methods should be provided to retrieve a resource by the compound
key that includes the parent resource key(s)
* list methods should feature optional filter arguments that reflect
the parent resource key(s)
"""
# ---------------------------------
# Initialization and configuration
# ---------------------------------
@abstractmethod
def _initialize(self) -> None:
"""Initialize the store.
This method is called immediately after the store is created. It should
be used to set up the backend (database, connection etc.).
"""
@abstractmethod
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
@abstractmethod
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
"""
# ------
# Stacks
# ------
@abstractmethod
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Create a new stack.
Args:
stack: The stack to create.
Returns:
The created stack.
Raises:
StackExistsError: If a stack with the same name is already owned
by this user in this workspace.
"""
@abstractmethod
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
Raises:
KeyError: if the stack doesn't exist.
"""
@abstractmethod
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params
Returns:
A list of all stacks matching the filter criteria.
"""
@abstractmethod
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
Raises:
KeyError: if the stack doesn't exist.
"""
@abstractmethod
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
Raises:
KeyError: if the stack doesn't exist.
"""
# ----------------
# Stack components
# ----------------
@abstractmethod
def create_stack_component(
self, component: ComponentRequestModel
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
Raises:
StackComponentExistsError: If a stack component with the same name
and type is already owned by this user in this workspace.
"""
@abstractmethod
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
@abstractmethod
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
@abstractmethod
def update_stack_component(
self,
component_id: UUID,
component_update: ComponentUpdateModel,
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
@abstractmethod
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The ID of the stack component to delete.
Raises:
KeyError: if the stack component doesn't exist.
ValueError: if the stack component is part of one or more stacks.
"""
# -----------------------
# Stack component flavors
# -----------------------
@abstractmethod
def create_flavor(
self,
flavor: FlavorRequestModel,
) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
Raises:
EntityExistsError: If a flavor with the same name and type
is already owned by this user in this workspace.
"""
@abstractmethod
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
"""
@abstractmethod
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a stack component flavor by ID.
Args:
flavor_id: The ID of the flavor to get.
Returns:
The stack component flavor.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
@abstractmethod
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params.
Returns:
List of all the stack component flavors matching the given criteria.
"""
@abstractmethod
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a stack component flavor.
Args:
flavor_id: The ID of the stack component flavor to delete.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
# -----
# Users
# -----
@abstractmethod
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
Raises:
EntityExistsError: If a user with the given name already exists.
"""
@abstractmethod
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
Raises:
KeyError: If no user with the given name or ID exists.
"""
@abstractmethod
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
@abstractmethod
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
Raises:
KeyError: If no user with the given name exists.
"""
@abstractmethod
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or ID of the user to delete.
Raises:
KeyError: If no user with the given ID exists.
"""
# -----
# Teams
# -----
@abstractmethod
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
"""
@abstractmethod
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
Raises:
KeyError: If no team with the given name or ID exists.
"""
@abstractmethod
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
@abstractmethod
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
Raises:
KeyError: if the team does not exist.
"""
@abstractmethod
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
Raises:
KeyError: If no team with the given ID exists.
"""
# -----
# Roles
# -----
@abstractmethod
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
Raises:
EntityExistsError: If a role with the given name already exists.
"""
@abstractmethod
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
Raises:
KeyError: If no role with the given name exists.
"""
@abstractmethod
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
@abstractmethod
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
Raises:
KeyError: if the role does not exist.
"""
@abstractmethod
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
Raises:
KeyError: If no role with the given ID exists.
"""
# ---------------------
# User Role assignments
# ---------------------
@abstractmethod
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Creates a new role assignment.
Args:
user_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
@abstractmethod
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
user_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
@abstractmethod
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment
"""
@abstractmethod
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
# ---------------------
# Team Role assignments
# ---------------------
@abstractmethod
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
@abstractmethod
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
@abstractmethod
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
"""
@abstractmethod
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
# --------
# Workspaces
# --------
@abstractmethod
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
@abstractmethod
def get_workspace(
self, workspace_name_or_id: Union[UUID, str]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace.
Raises:
KeyError: If there is no such workspace.
"""
@abstractmethod
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
@abstractmethod
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
Raises:
KeyError: if the workspace does not exist.
"""
@abstractmethod
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
Raises:
KeyError: If no workspace with the given name exists.
"""
# ---------
# Pipelines
# ---------
@abstractmethod
def create_pipeline(
self,
pipeline: PipelineRequestModel,
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
Raises:
KeyError: if the workspace does not exist.
EntityExistsError: If an identical pipeline already exists.
"""
@abstractmethod
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
Raises:
KeyError: if the pipeline does not exist.
"""
@abstractmethod
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
@abstractmethod
def update_pipeline(
self,
pipeline_id: UUID,
pipeline_update: PipelineUpdateModel,
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
Raises:
KeyError: if the pipeline doesn't exist.
"""
@abstractmethod
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
Raises:
KeyError: if the pipeline doesn't exist.
"""
# ---------
# Builds
# ---------
@abstractmethod
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
Raises:
KeyError: If the workspace does not exist.
EntityExistsError: If an identical build already exists.
"""
@abstractmethod
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
Raises:
KeyError: If the build does not exist.
"""
@abstractmethod
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
@abstractmethod
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
Raises:
KeyError: if the build doesn't exist.
"""
# ----------------------
# Pipeline Deployments
# ----------------------
@abstractmethod
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
Raises:
KeyError: If the workspace does not exist.
EntityExistsError: If an identical deployment already exists.
"""
@abstractmethod
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
Raises:
KeyError: If the deployment does not exist.
"""
@abstractmethod
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
@abstractmethod
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
Raises:
KeyError: If the deployment doesn't exist.
"""
# ---------
# Schedules
# ---------
@abstractmethod
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
@abstractmethod
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
Raises:
KeyError: if the schedule does not exist.
"""
@abstractmethod
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
@abstractmethod
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
Raises:
KeyError: if the schedule doesn't exist.
"""
@abstractmethod
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
Raises:
KeyError: if the schedule doesn't exist.
"""
# --------------
# Pipeline runs
# --------------
@abstractmethod
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
Raises:
EntityExistsError: If an identical pipeline run already exists.
KeyError: If the pipeline does not exist.
"""
@abstractmethod
def get_run(
self, run_name_or_id: Union[str, UUID]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
@abstractmethod
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
@abstractmethod
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
@abstractmethod
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
@abstractmethod
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
# ------------------
# Pipeline run steps
# ------------------
@abstractmethod
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
Raises:
EntityExistsError: if the step run already exists.
KeyError: if the pipeline run doesn't exist.
"""
@abstractmethod
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
Raises:
KeyError: if the step run doesn't exist.
"""
@abstractmethod
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
@abstractmethod
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
Raises:
KeyError: if the step run doesn't exist.
"""
# ---------
# Artifacts
# ---------
@abstractmethod
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
@abstractmethod
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
Raises:
KeyError: if the artifact doesn't exist.
"""
@abstractmethod
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
@abstractmethod
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
Raises:
KeyError: if the artifact doesn't exist.
"""
# ------------
# Run Metadata
# ------------
@abstractmethod
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
@abstractmethod
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
# -----------------
# Code Repositories
# -----------------
@abstractmethod
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
Raises:
EntityExistsError: If a code repository with the given name already
exists.
"""
@abstractmethod
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
Raises:
KeyError: If no code repository with the given ID exists.
"""
@abstractmethod
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
@abstractmethod
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
Raises:
KeyError: If no code repository with the given name exists.
"""
@abstractmethod
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
Raises:
KeyError: If no code repository with the given ID exists.
"""
# ------------------
# Service Connectors
# ------------------
@abstractmethod
def create_service_connector(
self,
service_connector: ServiceConnectorRequestModel,
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
Raises:
EntityExistsError: If a service connector with the given name
is already owned by this user in this workspace.
"""
@abstractmethod
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
Raises:
KeyError: If no service connector with the given ID exists.
"""
@abstractmethod
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
@abstractmethod
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
Raises:
KeyError: If no service connector with the given name exists.
"""
@abstractmethod
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
Raises:
KeyError: If no service connector with the given ID exists.
"""
@abstractmethod
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector is returned.
Returns:
The list of resources that the service connector configuration has
access to.
Raises:
NotImplementError: If the service connector cannot be verified
on the store e.g. due to missing package dependencies.
"""
@abstractmethod
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
Raises:
KeyError: If no service connector with the given name exists.
NotImplementError: If the service connector cannot be verified
e.g. due to missing package dependencies.
"""
@abstractmethod
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
Raises:
KeyError: If no service connector with the given name exists.
NotImplementError: If the service connector cannot be instantiated
on the store e.g. due to missing package dependencies.
"""
@abstractmethod
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
@abstractmethod
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
@abstractmethod
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
Raises:
KeyError: If no service connector type with the given ID exists.
"""
#########
# Model
#########
@abstractmethod
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
Raises:
EntityExistsError: If a model with the given name already exists.
"""
@abstractmethod
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
@abstractmethod
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Returns:
The updated model.
"""
@abstractmethod
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Returns:
The model of interest.
Raises:
KeyError: specified ID or name not found.
"""
@abstractmethod
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
#################
# Model Versions
#################
@abstractmethod
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
Raises:
ValueError: If `number` is not None during model version creation.
EntityExistsError: If a model version with the given name already exists.
"""
@abstractmethod
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
@abstractmethod
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
Raises:
KeyError: specified ID or name not found.
"""
@abstractmethod
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
@abstractmethod
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
Raises:
KeyError: If the model version not found
RuntimeError: If there is a model version with target stage, but `force` flag is off
"""
###########################
# Model Versions Artifacts
###########################
@abstractmethod
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
Raises:
EntityExistsError: If a link with the given name already exists.
"""
@abstractmethod
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
@abstractmethod
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
###############################
# Model Versions Pipeline Runs
###############################
@abstractmethod
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
@abstractmethod
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
@abstractmethod
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
Raises:
KeyError: specified ID not found.
"""
# ------------------
# Authorized Devices
# ------------------
@abstractmethod
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given ID exists.
"""
@abstractmethod
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
@abstractmethod
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
@abstractmethod
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
Raises:
KeyError: If no device with the given ID exists.
"""
create_artifact(self, artifact)
Creates an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact |
ArtifactRequestModel |
The artifact to create. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The created artifact. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_artifact(
self, artifact: ArtifactRequestModel
) -> ArtifactResponseModel:
"""Creates an artifact.
Args:
artifact: The artifact to create.
Returns:
The created artifact.
"""
create_build(self, build)
Creates a new build in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build |
PipelineBuildRequestModel |
The build to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The newly created build. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the workspace does not exist. |
EntityExistsError |
If an identical build already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_build(
self,
build: PipelineBuildRequestModel,
) -> PipelineBuildResponseModel:
"""Creates a new build in a workspace.
Args:
build: The build to create.
Returns:
The newly created build.
Raises:
KeyError: If the workspace does not exist.
EntityExistsError: If an identical build already exists.
"""
create_code_repository(self, code_repository)
Creates a new code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository |
CodeRepositoryRequestModel |
Code repository to be created. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The newly created code repository. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a code repository with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_code_repository(
self, code_repository: CodeRepositoryRequestModel
) -> CodeRepositoryResponseModel:
"""Creates a new code repository.
Args:
code_repository: Code repository to be created.
Returns:
The newly created code repository.
Raises:
EntityExistsError: If a code repository with the given name already
exists.
"""
create_deployment(self, deployment)
Creates a new deployment in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment |
PipelineDeploymentRequestModel |
The deployment to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The newly created deployment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the workspace does not exist. |
EntityExistsError |
If an identical deployment already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_deployment(
self,
deployment: PipelineDeploymentRequestModel,
) -> PipelineDeploymentResponseModel:
"""Creates a new deployment in a workspace.
Args:
deployment: The deployment to create.
Returns:
The newly created deployment.
Raises:
KeyError: If the workspace does not exist.
EntityExistsError: If an identical deployment already exists.
"""
create_flavor(self, flavor)
Creates a new stack component flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor |
FlavorRequestModel |
The stack component flavor to create. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The newly created flavor. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a flavor with the same name and type is already owned by this user in this workspace. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_flavor(
self,
flavor: FlavorRequestModel,
) -> FlavorResponseModel:
"""Creates a new stack component flavor.
Args:
flavor: The stack component flavor to create.
Returns:
The newly created flavor.
Raises:
EntityExistsError: If a flavor with the same name and type
is already owned by this user in this workspace.
"""
create_model(self, model)
Creates a new model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model |
ModelRequestModel |
the Model to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The newly created model. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a model with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_model(self, model: ModelRequestModel) -> ModelResponseModel:
"""Creates a new model.
Args:
model: the Model to be created.
Returns:
The newly created model.
Raises:
EntityExistsError: If a model with the given name already exists.
"""
create_model_version(self, model_version)
Creates a new model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version |
ModelVersionRequestModel |
the Model Version to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The newly created model version. |
Exceptions:
| Type | Description |
|---|---|
ValueError |
If |
EntityExistsError |
If a model version with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_model_version(
self, model_version: ModelVersionRequestModel
) -> ModelVersionResponseModel:
"""Creates a new model version.
Args:
model_version: the Model Version to be created.
Returns:
The newly created model version.
Raises:
ValueError: If `number` is not None during model version creation.
EntityExistsError: If a model version with the given name already exists.
"""
create_model_version_artifact_link(self, model_version_artifact_link)
Creates a new model version link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link |
ModelVersionArtifactRequestModel |
the Model Version to Artifact Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionArtifactResponseModel |
The newly created model version to artifact link. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a link with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_model_version_artifact_link(
self, model_version_artifact_link: ModelVersionArtifactRequestModel
) -> ModelVersionArtifactResponseModel:
"""Creates a new model version link.
Args:
model_version_artifact_link: the Model Version to Artifact Link to be created.
Returns:
The newly created model version to artifact link.
Raises:
EntityExistsError: If a link with the given name already exists.
"""
create_model_version_pipeline_run_link(self, model_version_pipeline_run_link)
Creates a new model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link |
ModelVersionPipelineRunRequestModel |
the Model Version to Pipeline Run Link to be created. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionPipelineRunResponseModel |
|
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_model_version_pipeline_run_link(
self,
model_version_pipeline_run_link: ModelVersionPipelineRunRequestModel,
) -> ModelVersionPipelineRunResponseModel:
"""Creates a new model version to pipeline run link.
Args:
model_version_pipeline_run_link: the Model Version to Pipeline Run Link to be created.
Returns:
- If Model Version to Pipeline Run Link already exists - returns the existing link.
- Otherwise, returns the newly created model version to pipeline run link.
"""
create_pipeline(self, pipeline)
Creates a new pipeline in a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline |
PipelineRequestModel |
The pipeline to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The newly created pipeline. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the workspace does not exist. |
EntityExistsError |
If an identical pipeline already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_pipeline(
self,
pipeline: PipelineRequestModel,
) -> PipelineResponseModel:
"""Creates a new pipeline in a workspace.
Args:
pipeline: The pipeline to create.
Returns:
The newly created pipeline.
Raises:
KeyError: if the workspace does not exist.
EntityExistsError: If an identical pipeline already exists.
"""
create_role(self, role)
Creates a new role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role |
RoleRequestModel |
The role model to create. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The newly created role. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a role with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_role(self, role: RoleRequestModel) -> RoleResponseModel:
"""Creates a new role.
Args:
role: The role model to create.
Returns:
The newly created role.
Raises:
EntityExistsError: If a role with the given name already exists.
"""
create_run(self, pipeline_run)
Creates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to create. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The created pipeline run. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If an identical pipeline run already exists. |
KeyError |
If the pipeline does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_run(
self, pipeline_run: PipelineRunRequestModel
) -> PipelineRunResponseModel:
"""Creates a pipeline run.
Args:
pipeline_run: The pipeline run to create.
Returns:
The created pipeline run.
Raises:
EntityExistsError: If an identical pipeline run already exists.
KeyError: If the pipeline does not exist.
"""
create_run_metadata(self, run_metadata)
Creates run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata |
RunMetadataRequestModel |
The run metadata to create. |
required |
Returns:
| Type | Description |
|---|---|
List[zenml.models.run_metadata_models.RunMetadataResponseModel] |
The created run metadata. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_run_metadata(
self, run_metadata: RunMetadataRequestModel
) -> List[RunMetadataResponseModel]:
"""Creates run metadata.
Args:
run_metadata: The run metadata to create.
Returns:
The created run metadata.
"""
create_run_step(self, step_run)
Creates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run |
StepRunRequestModel |
The step run to create. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The created step run. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
if the step run already exists. |
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_run_step(
self, step_run: StepRunRequestModel
) -> StepRunResponseModel:
"""Creates a step run.
Args:
step_run: The step run to create.
Returns:
The created step run.
Raises:
EntityExistsError: if the step run already exists.
KeyError: if the pipeline run doesn't exist.
"""
create_schedule(self, schedule)
Creates a new schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule |
ScheduleRequestModel |
The schedule to create. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The newly created schedule. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_schedule(
self, schedule: ScheduleRequestModel
) -> ScheduleResponseModel:
"""Creates a new schedule.
Args:
schedule: The schedule to create.
Returns:
The newly created schedule.
"""
create_service_connector(self, service_connector)
Creates a new service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
Service connector to be created. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The newly created service connector. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a service connector with the given name is already owned by this user in this workspace. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_service_connector(
self,
service_connector: ServiceConnectorRequestModel,
) -> ServiceConnectorResponseModel:
"""Creates a new service connector.
Args:
service_connector: Service connector to be created.
Returns:
The newly created service connector.
Raises:
EntityExistsError: If a service connector with the given name
is already owned by this user in this workspace.
"""
create_stack(self, stack)
Create a new stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack |
StackRequestModel |
The stack to create. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The created stack. |
Exceptions:
| Type | Description |
|---|---|
StackExistsError |
If a stack with the same name is already owned by this user in this workspace. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_stack(self, stack: StackRequestModel) -> StackResponseModel:
"""Create a new stack.
Args:
stack: The stack to create.
Returns:
The created stack.
Raises:
StackExistsError: If a stack with the same name is already owned
by this user in this workspace.
"""
create_stack_component(self, component)
Create a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component |
ComponentRequestModel |
The stack component to create. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The created stack component. |
Exceptions:
| Type | Description |
|---|---|
StackComponentExistsError |
If a stack component with the same name and type is already owned by this user in this workspace. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_stack_component(
self, component: ComponentRequestModel
) -> ComponentResponseModel:
"""Create a stack component.
Args:
component: The stack component to create.
Returns:
The created stack component.
Raises:
StackComponentExistsError: If a stack component with the same name
and type is already owned by this user in this workspace.
"""
create_team(self, team)
Creates a new team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team |
TeamRequestModel |
The team model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The newly created team. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_team(self, team: TeamRequestModel) -> TeamResponseModel:
"""Creates a new team.
Args:
team: The team model to create.
Returns:
The newly created team.
"""
create_team_role_assignment(self, team_role_assignment)
Creates a new team role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment |
TeamRoleAssignmentRequestModel |
The role assignment model to create. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The newly created role assignment. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_team_role_assignment(
self, team_role_assignment: TeamRoleAssignmentRequestModel
) -> TeamRoleAssignmentResponseModel:
"""Creates a new team role assignment.
Args:
team_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
create_user(self, user)
Creates a new user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user |
UserRequestModel |
User to be created. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The newly created user. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a user with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_user(self, user: UserRequestModel) -> UserResponseModel:
"""Creates a new user.
Args:
user: User to be created.
Returns:
The newly created user.
Raises:
EntityExistsError: If a user with the given name already exists.
"""
create_user_role_assignment(self, user_role_assignment)
Creates a new role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment |
UserRoleAssignmentRequestModel |
The role assignment model to create. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The newly created role assignment. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_user_role_assignment(
self, user_role_assignment: UserRoleAssignmentRequestModel
) -> UserRoleAssignmentResponseModel:
"""Creates a new role assignment.
Args:
user_role_assignment: The role assignment model to create.
Returns:
The newly created role assignment.
"""
create_workspace(self, workspace)
Creates a new workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace |
WorkspaceRequestModel |
The workspace to create. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The newly created workspace. |
Exceptions:
| Type | Description |
|---|---|
EntityExistsError |
If a workspace with the given name already exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def create_workspace(
self, workspace: WorkspaceRequestModel
) -> WorkspaceResponseModel:
"""Creates a new workspace.
Args:
workspace: The workspace to create.
Returns:
The newly created workspace.
Raises:
EntityExistsError: If a workspace with the given name already exists.
"""
delete_artifact(self, artifact_id)
Deletes an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the artifact doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_artifact(self, artifact_id: UUID) -> None:
"""Deletes an artifact.
Args:
artifact_id: The ID of the artifact to delete.
Raises:
KeyError: if the artifact doesn't exist.
"""
delete_authorized_device(self, device_id)
Deletes an OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_authorized_device(self, device_id: UUID) -> None:
"""Deletes an OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to delete.
Raises:
KeyError: If no device with the given ID exists.
"""
delete_build(self, build_id)
Deletes a build.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
The ID of the build to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the build doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_build(self, build_id: UUID) -> None:
"""Deletes a build.
Args:
build_id: The ID of the build to delete.
Raises:
KeyError: if the build doesn't exist.
"""
delete_code_repository(self, code_repository_id)
Deletes a code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_code_repository(self, code_repository_id: UUID) -> None:
"""Deletes a code repository.
Args:
code_repository_id: The ID of the code repository to delete.
Raises:
KeyError: If no code repository with the given ID exists.
"""
delete_deployment(self, deployment_id)
Deletes a deployment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
The ID of the deployment to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the deployment doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_deployment(self, deployment_id: UUID) -> None:
"""Deletes a deployment.
Args:
deployment_id: The ID of the deployment to delete.
Raises:
KeyError: If the deployment doesn't exist.
"""
delete_flavor(self, flavor_id)
Delete a stack component flavor.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The ID of the stack component flavor to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component flavor doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_flavor(self, flavor_id: UUID) -> None:
"""Delete a stack component flavor.
Args:
flavor_id: The ID of the stack component flavor to delete.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
delete_model(self, model_name_or_id)
Deletes a model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_model(self, model_name_or_id: Union[str, UUID]) -> None:
"""Deletes a model.
Args:
model_name_or_id: name or id of the model to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
delete_model_version(self, model_name_or_id, model_version_name_or_id)
Deletes a model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or id of the model version to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_id: name or id of the model version to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
delete_model_version_artifact_link(self, model_name_or_id, model_version_name_or_id, model_version_artifact_link_name_or_id)
Deletes a model version to artifact link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_artifact_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to artifact link to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_model_version_artifact_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_artifact_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to artifact link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_artifact_link_name_or_id: name or ID of the model version to artifact link to be deleted.
Raises:
KeyError: specified ID or name not found.
"""
delete_model_version_pipeline_run_link(self, model_name_or_id, model_version_name_or_id, model_version_pipeline_run_link_name_or_id)
Deletes a model version to pipeline run link.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model containing the model version. |
required |
model_version_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version containing the link. |
required |
model_version_pipeline_run_link_name_or_id |
Union[str, uuid.UUID] |
name or ID of the model version to pipeline run link to be deleted. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_model_version_pipeline_run_link(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_id: Union[str, UUID],
model_version_pipeline_run_link_name_or_id: Union[str, UUID],
) -> None:
"""Deletes a model version to pipeline run link.
Args:
model_name_or_id: name or ID of the model containing the model version.
model_version_name_or_id: name or ID of the model version containing the link.
model_version_pipeline_run_link_name_or_id: name or ID of the model version to pipeline run link to be deleted.
Raises:
KeyError: specified ID not found.
"""
delete_pipeline(self, pipeline_id)
Deletes a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_pipeline(self, pipeline_id: UUID) -> None:
"""Deletes a pipeline.
Args:
pipeline_id: The ID of the pipeline to delete.
Raises:
KeyError: if the pipeline doesn't exist.
"""
delete_role(self, role_name_or_id)
Deletes a role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no role with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_role(self, role_name_or_id: Union[str, UUID]) -> None:
"""Deletes a role.
Args:
role_name_or_id: Name or ID of the role to delete.
Raises:
KeyError: If no role with the given ID exists.
"""
delete_run(self, run_id)
Deletes a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_run(self, run_id: UUID) -> None:
"""Deletes a pipeline run.
Args:
run_id: The ID of the pipeline run to delete.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
delete_schedule(self, schedule_id)
Deletes a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_schedule(self, schedule_id: UUID) -> None:
"""Deletes a schedule.
Args:
schedule_id: The ID of the schedule to delete.
Raises:
KeyError: if the schedule doesn't exist.
"""
delete_service_connector(self, service_connector_id)
Deletes a service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_service_connector(self, service_connector_id: UUID) -> None:
"""Deletes a service connector.
Args:
service_connector_id: The ID of the service connector to delete.
Raises:
KeyError: If no service connector with the given ID exists.
"""
delete_stack(self, stack_id)
Delete a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_stack(self, stack_id: UUID) -> None:
"""Delete a stack.
Args:
stack_id: The ID of the stack to delete.
Raises:
KeyError: if the stack doesn't exist.
"""
delete_stack_component(self, component_id)
Delete a stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
ValueError |
if the stack component is part of one or more stacks. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_stack_component(self, component_id: UUID) -> None:
"""Delete a stack component.
Args:
component_id: The ID of the stack component to delete.
Raises:
KeyError: if the stack component doesn't exist.
ValueError: if the stack component is part of one or more stacks.
"""
delete_team(self, team_name_or_id)
Deletes a team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no team with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_team(self, team_name_or_id: Union[str, UUID]) -> None:
"""Deletes a team.
Args:
team_name_or_id: Name or ID of the team to delete.
Raises:
KeyError: If no team with the given ID exists.
"""
delete_team_role_assignment(self, team_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
The ID of the specific role assignment |
required |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_team_role_assignment(
self, team_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
team_role_assignment_id: The ID of the specific role assignment
"""
delete_user(self, user_name_or_id)
Deletes a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no user with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_user(self, user_name_or_id: Union[str, UUID]) -> None:
"""Deletes a user.
Args:
user_name_or_id: The name or ID of the user to delete.
Raises:
KeyError: If no user with the given ID exists.
"""
delete_user_role_assignment(self, user_role_assignment_id)
Delete a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
The ID of the specific role assignment |
required |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_user_role_assignment(
self, user_role_assignment_id: UUID
) -> None:
"""Delete a specific role assignment.
Args:
user_role_assignment_id: The ID of the specific role assignment
"""
delete_workspace(self, workspace_name_or_id)
Deletes a workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the workspace to delete. |
required |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no workspace with the given name exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def delete_workspace(self, workspace_name_or_id: Union[str, UUID]) -> None:
"""Deletes a workspace.
Args:
workspace_name_or_id: Name or ID of the workspace to delete.
Raises:
KeyError: If no workspace with the given name exists.
"""
get_artifact(self, artifact_id)
Gets an artifact.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_id |
UUID |
The ID of the artifact to get. |
required |
Returns:
| Type | Description |
|---|---|
ArtifactResponseModel |
The artifact. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the artifact doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_artifact(self, artifact_id: UUID) -> ArtifactResponseModel:
"""Gets an artifact.
Args:
artifact_id: The ID of the artifact to get.
Returns:
The artifact.
Raises:
KeyError: if the artifact doesn't exist.
"""
get_authorized_device(self, device_id)
Gets a specific OAuth 2.0 authorized device.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to get. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The requested device, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_authorized_device(
self, device_id: UUID
) -> OAuthDeviceResponseModel:
"""Gets a specific OAuth 2.0 authorized device.
Args:
device_id: The ID of the device to get.
Returns:
The requested device, if it was found.
Raises:
KeyError: If no device with the given ID exists.
"""
get_build(self, build_id)
Get a build with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_id |
UUID |
ID of the build. |
required |
Returns:
| Type | Description |
|---|---|
PipelineBuildResponseModel |
The build. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the build does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_build(self, build_id: UUID) -> PipelineBuildResponseModel:
"""Get a build with a given ID.
Args:
build_id: ID of the build.
Returns:
The build.
Raises:
KeyError: If the build does not exist.
"""
get_code_repository(self, code_repository_id)
Gets a specific code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to get. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The requested code repository, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_code_repository(
self, code_repository_id: UUID
) -> CodeRepositoryResponseModel:
"""Gets a specific code repository.
Args:
code_repository_id: The ID of the code repository to get.
Returns:
The requested code repository, if it was found.
Raises:
KeyError: If no code repository with the given ID exists.
"""
get_deployment(self, deployment_id)
Get a deployment with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_id |
UUID |
ID of the deployment. |
required |
Returns:
| Type | Description |
|---|---|
PipelineDeploymentResponseModel |
The deployment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the deployment does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_deployment(
self, deployment_id: UUID
) -> PipelineDeploymentResponseModel:
"""Get a deployment with a given ID.
Args:
deployment_id: ID of the deployment.
Returns:
The deployment.
Raises:
KeyError: If the deployment does not exist.
"""
get_deployment_id(self)
Get the ID of the deployment.
Returns:
| Type | Description |
|---|---|
UUID |
The ID of the deployment. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_deployment_id(self) -> UUID:
"""Get the ID of the deployment.
Returns:
The ID of the deployment.
"""
get_flavor(self, flavor_id)
Get a stack component flavor by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The ID of the flavor to get. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The stack component flavor. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component flavor doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_flavor(self, flavor_id: UUID) -> FlavorResponseModel:
"""Get a stack component flavor by ID.
Args:
flavor_id: The ID of the flavor to get.
Returns:
The stack component flavor.
Raises:
KeyError: if the stack component flavor doesn't exist.
"""
get_model(self, model_name_or_id)
Get an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model to be retrieved. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The model of interest. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_model(
self, model_name_or_id: Union[str, UUID]
) -> ModelResponseModel:
"""Get an existing model.
Args:
model_name_or_id: name or id of the model to be retrieved.
Returns:
The model of interest.
Raises:
KeyError: specified ID or name not found.
"""
get_model_version(self, model_name_or_id, model_version_name_or_number_or_id=None)
Get an existing model version.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_name_or_id |
Union[str, uuid.UUID] |
name or id of the model containing the model version. |
required |
model_version_name_or_number_or_id |
Union[str, int, uuid.UUID, zenml.enums.ModelStages] |
name, id, stage or number of the model version to be retrieved. If skipped latest version will be retrieved. |
None |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
The model version of interest. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
specified ID or name not found. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_model_version(
self,
model_name_or_id: Union[str, UUID],
model_version_name_or_number_or_id: Optional[
Union[str, int, UUID, ModelStages]
] = None,
) -> ModelVersionResponseModel:
"""Get an existing model version.
Args:
model_name_or_id: name or id of the model containing the model version.
model_version_name_or_number_or_id: name, id, stage or number of the model version to be retrieved.
If skipped latest version will be retrieved.
Returns:
The model version of interest.
Raises:
KeyError: specified ID or name not found.
"""
get_or_create_run(self, pipeline_run)
Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned. Otherwise, a new run is created.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_run |
PipelineRunRequestModel |
The pipeline run to get or create. |
required |
Returns:
| Type | Description |
|---|---|
Tuple[zenml.models.pipeline_run_models.PipelineRunResponseModel, bool] |
The pipeline run, and a boolean indicating whether the run was created or not. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_or_create_run(
self, pipeline_run: PipelineRunRequestModel
) -> Tuple[PipelineRunResponseModel, bool]:
"""Gets or creates a pipeline run.
If a run with the same ID or name already exists, it is returned.
Otherwise, a new run is created.
Args:
pipeline_run: The pipeline run to get or create.
Returns:
The pipeline run, and a boolean indicating whether the run was
created or not.
"""
get_pipeline(self, pipeline_id)
Get a pipeline with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
ID of the pipeline. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The pipeline. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_pipeline(self, pipeline_id: UUID) -> PipelineResponseModel:
"""Get a pipeline with a given ID.
Args:
pipeline_id: ID of the pipeline.
Returns:
The pipeline.
Raises:
KeyError: if the pipeline does not exist.
"""
get_role(self, role_name_or_id)
Gets a specific role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the role to get. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The requested role. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no role with the given name exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_role(self, role_name_or_id: Union[str, UUID]) -> RoleResponseModel:
"""Gets a specific role.
Args:
role_name_or_id: Name or ID of the role to get.
Returns:
The requested role.
Raises:
KeyError: If no role with the given name exists.
"""
get_run(self, run_name_or_id)
Gets a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the pipeline run to get. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The pipeline run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_run(
self, run_name_or_id: Union[str, UUID]
) -> PipelineRunResponseModel:
"""Gets a pipeline run.
Args:
run_name_or_id: The name or ID of the pipeline run to get.
Returns:
The pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
get_run_step(self, step_run_id)
Get a step run by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step run to get. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The step run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the step run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_run_step(self, step_run_id: UUID) -> StepRunResponseModel:
"""Get a step run by ID.
Args:
step_run_id: The ID of the step run to get.
Returns:
The step run.
Raises:
KeyError: if the step run doesn't exist.
"""
get_schedule(self, schedule_id)
Get a schedule with a given ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
ID of the schedule. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The schedule. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_schedule(self, schedule_id: UUID) -> ScheduleResponseModel:
"""Get a schedule with a given ID.
Args:
schedule_id: ID of the schedule.
Returns:
The schedule.
Raises:
KeyError: if the schedule does not exist.
"""
get_service_connector(self, service_connector_id)
Gets a specific service connector.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to get. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The requested service connector, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_service_connector(
self, service_connector_id: UUID
) -> ServiceConnectorResponseModel:
"""Gets a specific service connector.
Args:
service_connector_id: The ID of the service connector to get.
Returns:
The requested service connector, if it was found.
Raises:
KeyError: If no service connector with the given ID exists.
"""
get_service_connector_client(self, service_connector_id, resource_type=None, resource_id=None)
Get a service connector client for a service connector and given resource.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the base service connector to use. |
required |
resource_type |
Optional[str] |
The type of resource to get a client for. |
None |
resource_id |
Optional[str] |
The ID of the resource to get a client for. |
None |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
A service connector client that can be used to access the given resource. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given name exists. |
NotImplementError |
If the service connector cannot be instantiated on the store e.g. due to missing package dependencies. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_service_connector_client(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> ServiceConnectorResponseModel:
"""Get a service connector client for a service connector and given resource.
Args:
service_connector_id: The ID of the base service connector to use.
resource_type: The type of resource to get a client for.
resource_id: The ID of the resource to get a client for.
Returns:
A service connector client that can be used to access the given
resource.
Raises:
KeyError: If no service connector with the given name exists.
NotImplementError: If the service connector cannot be instantiated
on the store e.g. due to missing package dependencies.
"""
get_service_connector_type(self, connector_type)
Returns the requested service connector type.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
str |
the service connector type identifier. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorTypeModel |
The requested service connector type. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector type with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_service_connector_type(
self,
connector_type: str,
) -> ServiceConnectorTypeModel:
"""Returns the requested service connector type.
Args:
connector_type: the service connector type identifier.
Returns:
The requested service connector type.
Raises:
KeyError: If no service connector type with the given ID exists.
"""
get_stack(self, stack_id)
Get a stack by its unique ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack to get. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The stack with the given ID. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_stack(self, stack_id: UUID) -> StackResponseModel:
"""Get a stack by its unique ID.
Args:
stack_id: The ID of the stack to get.
Returns:
The stack with the given ID.
Raises:
KeyError: if the stack doesn't exist.
"""
get_stack_component(self, component_id)
Get a stack component by ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to get. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The stack component. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_stack_component(
self, component_id: UUID
) -> ComponentResponseModel:
"""Get a stack component by ID.
Args:
component_id: The ID of the stack component to get.
Returns:
The stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
get_store_info(self)
Get information about the store.
Returns:
| Type | Description |
|---|---|
ServerModel |
Information about the store. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_store_info(self) -> ServerModel:
"""Get information about the store.
Returns:
Information about the store.
"""
get_team(self, team_name_or_id)
Gets a specific team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_name_or_id |
Union[str, uuid.UUID] |
Name or ID of the team to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The requested team. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no team with the given name or ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_team(self, team_name_or_id: Union[str, UUID]) -> TeamResponseModel:
"""Gets a specific team.
Args:
team_name_or_id: Name or ID of the team to get.
Returns:
The requested team.
Raises:
KeyError: If no team with the given name or ID exists.
"""
get_team_role_assignment(self, team_role_assignment_id)
Gets a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_id |
UUID |
ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
TeamRoleAssignmentResponseModel |
The requested role assignment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no role assignment with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_team_role_assignment(
self, team_role_assignment_id: UUID
) -> TeamRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
team_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
get_user(self, user_name_or_id=None, include_private=False)
Gets a specific user, when no id is specified the active user is returned.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to get. |
None |
include_private |
bool |
Whether to include private user information |
False |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The requested user, if it was found. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no user with the given name or ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_user(
self,
user_name_or_id: Optional[Union[str, UUID]] = None,
include_private: bool = False,
) -> UserResponseModel:
"""Gets a specific user, when no id is specified the active user is returned.
Args:
user_name_or_id: The name or ID of the user to get.
include_private: Whether to include private user information
Returns:
The requested user, if it was found.
Raises:
KeyError: If no user with the given name or ID exists.
"""
get_user_role_assignment(self, user_role_assignment_id)
Gets a specific role assignment.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_id |
UUID |
ID of the role assignment to get. |
required |
Returns:
| Type | Description |
|---|---|
UserRoleAssignmentResponseModel |
The requested role assignment. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no role assignment with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_user_role_assignment(
self, user_role_assignment_id: UUID
) -> UserRoleAssignmentResponseModel:
"""Gets a specific role assignment.
Args:
user_role_assignment_id: ID of the role assignment to get.
Returns:
The requested role assignment.
Raises:
KeyError: If no role assignment with the given ID exists.
"""
get_workspace(self, workspace_name_or_id)
Get an existing workspace by name or ID.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_name_or_id |
Union[uuid.UUID, str] |
Name or ID of the workspace to get. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The requested workspace. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If there is no such workspace. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def get_workspace(
self, workspace_name_or_id: Union[UUID, str]
) -> WorkspaceResponseModel:
"""Get an existing workspace by name or ID.
Args:
workspace_name_or_id: Name or ID of the workspace to get.
Returns:
The requested workspace.
Raises:
KeyError: If there is no such workspace.
"""
list_artifacts(self, artifact_filter_model)
List all artifacts matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_filter_model |
ArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ArtifactResponseModel] |
A list of all artifacts matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_artifacts(
self, artifact_filter_model: ArtifactFilterModel
) -> Page[ArtifactResponseModel]:
"""List all artifacts matching the given filter criteria.
Args:
artifact_filter_model: All filter parameters including pagination
params.
Returns:
A list of all artifacts matching the filter criteria.
"""
list_authorized_devices(self, filter_model)
List all OAuth 2.0 authorized devices for a user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
OAuthDeviceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[OAuthDeviceResponseModel] |
A page of all matching OAuth 2.0 authorized devices. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_authorized_devices(
self, filter_model: OAuthDeviceFilterModel
) -> Page[OAuthDeviceResponseModel]:
"""List all OAuth 2.0 authorized devices for a user.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all matching OAuth 2.0 authorized devices.
"""
list_builds(self, build_filter_model)
List all builds matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
build_filter_model |
PipelineBuildFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineBuildResponseModel] |
A page of all builds matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_builds(
self, build_filter_model: PipelineBuildFilterModel
) -> Page[PipelineBuildResponseModel]:
"""List all builds matching the given filter criteria.
Args:
build_filter_model: All filter parameters including pagination
params.
Returns:
A page of all builds matching the filter criteria.
"""
list_code_repositories(self, filter_model)
List all code repositories.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
CodeRepositoryFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[CodeRepositoryResponseModel] |
A page of all code repositories. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_code_repositories(
self, filter_model: CodeRepositoryFilterModel
) -> Page[CodeRepositoryResponseModel]:
"""List all code repositories.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all code repositories.
"""
list_deployments(self, deployment_filter_model)
List all deployments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
deployment_filter_model |
PipelineDeploymentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineDeploymentResponseModel] |
A page of all deployments matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_deployments(
self, deployment_filter_model: PipelineDeploymentFilterModel
) -> Page[PipelineDeploymentResponseModel]:
"""List all deployments matching the given filter criteria.
Args:
deployment_filter_model: All filter parameters including pagination
params.
Returns:
A page of all deployments matching the filter criteria.
"""
list_flavors(self, flavor_filter_model)
List all stack component flavors matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_filter_model |
FlavorFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[FlavorResponseModel] |
List of all the stack component flavors matching the given criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_flavors(
self, flavor_filter_model: FlavorFilterModel
) -> Page[FlavorResponseModel]:
"""List all stack component flavors matching the given filter criteria.
Args:
flavor_filter_model: All filter parameters including pagination
params.
Returns:
List of all the stack component flavors matching the given criteria.
"""
list_model_version_artifact_links(self, model_version_artifact_link_filter_model)
Get all model version to artifact links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_artifact_link_filter_model |
ModelVersionArtifactFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionArtifactResponseModel] |
A page of all model version to artifact links. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_model_version_artifact_links(
self,
model_version_artifact_link_filter_model: ModelVersionArtifactFilterModel,
) -> Page[ModelVersionArtifactResponseModel]:
"""Get all model version to artifact links by filter.
Args:
model_version_artifact_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to artifact links.
"""
list_model_version_pipeline_run_links(self, model_version_pipeline_run_link_filter_model)
Get all model version to pipeline run links by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_pipeline_run_link_filter_model |
ModelVersionPipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionPipelineRunResponseModel] |
A page of all model version to pipeline run links. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_model_version_pipeline_run_links(
self,
model_version_pipeline_run_link_filter_model: ModelVersionPipelineRunFilterModel,
) -> Page[ModelVersionPipelineRunResponseModel]:
"""Get all model version to pipeline run links by filter.
Args:
model_version_pipeline_run_link_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model version to pipeline run links.
"""
list_model_versions(self, model_version_filter_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_filter_model |
ModelVersionFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelVersionResponseModel] |
A page of all model versions. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_model_versions(
self,
model_version_filter_model: ModelVersionFilterModel,
) -> Page[ModelVersionResponseModel]:
"""Get all model versions by filter.
Args:
model_version_filter_model: All filter parameters including pagination
params.
Returns:
A page of all model versions.
"""
list_models(self, model_filter_model)
Get all models by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_filter_model |
ModelFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ModelResponseModel] |
A page of all models. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_models(
self,
model_filter_model: ModelFilterModel,
) -> Page[ModelResponseModel]:
"""Get all models by filter.
Args:
model_filter_model: All filter parameters including pagination
params.
Returns:
A page of all models.
"""
list_pipelines(self, pipeline_filter_model)
List all pipelines matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_filter_model |
PipelineFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineResponseModel] |
A list of all pipelines matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_pipelines(
self, pipeline_filter_model: PipelineFilterModel
) -> Page[PipelineResponseModel]:
"""List all pipelines matching the given filter criteria.
Args:
pipeline_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipelines matching the filter criteria.
"""
list_roles(self, role_filter_model)
List all roles matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_filter_model |
RoleFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RoleResponseModel] |
A list of all roles matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_roles(
self, role_filter_model: RoleFilterModel
) -> Page[RoleResponseModel]:
"""List all roles matching the given filter criteria.
Args:
role_filter_model: All filter parameters including pagination
params.
Returns:
A list of all roles matching the filter criteria.
"""
list_run_metadata(self, run_metadata_filter_model)
List run metadata.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_metadata_filter_model |
RunMetadataFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[RunMetadataResponseModel] |
The run metadata. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_run_metadata(
self,
run_metadata_filter_model: RunMetadataFilterModel,
) -> Page[RunMetadataResponseModel]:
"""List run metadata.
Args:
run_metadata_filter_model: All filter parameters including
pagination params.
Returns:
The run metadata.
"""
list_run_steps(self, step_run_filter_model)
List all step runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_filter_model |
StepRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[StepRunResponseModel] |
A list of all step runs matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_run_steps(
self, step_run_filter_model: StepRunFilterModel
) -> Page[StepRunResponseModel]:
"""List all step runs matching the given filter criteria.
Args:
step_run_filter_model: All filter parameters including pagination
params.
Returns:
A list of all step runs matching the filter criteria.
"""
list_runs(self, runs_filter_model)
List all pipeline runs matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
runs_filter_model |
PipelineRunFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[PipelineRunResponseModel] |
A list of all pipeline runs matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_runs(
self, runs_filter_model: PipelineRunFilterModel
) -> Page[PipelineRunResponseModel]:
"""List all pipeline runs matching the given filter criteria.
Args:
runs_filter_model: All filter parameters including pagination
params.
Returns:
A list of all pipeline runs matching the filter criteria.
"""
list_schedules(self, schedule_filter_model)
List all schedules in the workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_filter_model |
ScheduleFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[ScheduleResponseModel] |
A list of schedules. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_schedules(
self, schedule_filter_model: ScheduleFilterModel
) -> Page[ScheduleResponseModel]:
"""List all schedules in the workspace.
Args:
schedule_filter_model: All filter parameters including pagination
params
Returns:
A list of schedules.
"""
list_service_connector_resources(self, user_name_or_id, workspace_name_or_id, connector_type=None, resource_type=None, resource_id=None)
List resources that can be accessed by service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the user to scope to. |
required |
workspace_name_or_id |
Union[str, uuid.UUID] |
The name or ID of the workspace to scope to. |
required |
connector_type |
Optional[str] |
The type of service connector to scope to. |
None |
resource_type |
Optional[str] |
The type of resource to scope to. |
None |
resource_id |
Optional[str] |
The ID of the resource to scope to. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorResourcesModel] |
The matching list of resources that available service connectors have access to. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_service_connector_resources(
self,
user_name_or_id: Union[str, UUID],
workspace_name_or_id: Union[str, UUID],
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
) -> List[ServiceConnectorResourcesModel]:
"""List resources that can be accessed by service connectors.
Args:
user_name_or_id: The name or ID of the user to scope to.
workspace_name_or_id: The name or ID of the workspace to scope to.
connector_type: The type of service connector to scope to.
resource_type: The type of resource to scope to.
resource_id: The ID of the resource to scope to.
Returns:
The matching list of resources that available service
connectors have access to.
"""
list_service_connector_types(self, connector_type=None, resource_type=None, auth_method=None)
Get a list of service connector types.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
connector_type |
Optional[str] |
Filter by connector type. |
None |
resource_type |
Optional[str] |
Filter by resource type. |
None |
auth_method |
Optional[str] |
Filter by authentication method. |
None |
Returns:
| Type | Description |
|---|---|
List[zenml.models.service_connector_models.ServiceConnectorTypeModel] |
List of service connector types. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_service_connector_types(
self,
connector_type: Optional[str] = None,
resource_type: Optional[str] = None,
auth_method: Optional[str] = None,
) -> List[ServiceConnectorTypeModel]:
"""Get a list of service connector types.
Args:
connector_type: Filter by connector type.
resource_type: Filter by resource type.
auth_method: Filter by authentication method.
Returns:
List of service connector types.
"""
list_service_connectors(self, filter_model)
List all service connectors.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
filter_model |
ServiceConnectorFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ServiceConnectorResponseModel] |
A page of all service connectors. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_service_connectors(
self, filter_model: ServiceConnectorFilterModel
) -> Page[ServiceConnectorResponseModel]:
"""List all service connectors.
Args:
filter_model: All filter parameters including pagination
params.
Returns:
A page of all service connectors.
"""
list_stack_components(self, component_filter_model)
List all stack components matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_filter_model |
ComponentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[ComponentResponseModel] |
A list of all stack components matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_stack_components(
self, component_filter_model: ComponentFilterModel
) -> Page[ComponentResponseModel]:
"""List all stack components matching the given filter criteria.
Args:
component_filter_model: All filter parameters including pagination
params.
Returns:
A list of all stack components matching the filter criteria.
"""
list_stacks(self, stack_filter_model)
List all stacks matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_filter_model |
StackFilterModel |
All filter parameters including pagination params |
required |
Returns:
| Type | Description |
|---|---|
Page[StackResponseModel] |
A list of all stacks matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_stacks(
self, stack_filter_model: StackFilterModel
) -> Page[StackResponseModel]:
"""List all stacks matching the given filter criteria.
Args:
stack_filter_model: All filter parameters including pagination
params
Returns:
A list of all stacks matching the filter criteria.
"""
list_team_role_assignments(self, team_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_role_assignment_filter_model |
TeamRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_team_role_assignments(
self, team_role_assignment_filter_model: TeamRoleAssignmentFilterModel
) -> Page[TeamRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
team_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
list_teams(self, team_filter_model)
List all teams matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_filter_model |
TeamFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[TeamResponseModel] |
A list of all teams matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_teams(
self, team_filter_model: TeamFilterModel
) -> Page[TeamResponseModel]:
"""List all teams matching the given filter criteria.
Args:
team_filter_model: All filter parameters including pagination
params.
Returns:
A list of all teams matching the filter criteria.
"""
list_user_role_assignments(self, user_role_assignment_filter_model)
List all roles assignments matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_role_assignment_filter_model |
UserRoleAssignmentFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserRoleAssignmentResponseModel] |
A list of all roles assignments matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_user_role_assignments(
self, user_role_assignment_filter_model: UserRoleAssignmentFilterModel
) -> Page[UserRoleAssignmentResponseModel]:
"""List all roles assignments matching the given filter criteria.
Args:
user_role_assignment_filter_model: All filter parameters including
pagination params.
Returns:
A list of all roles assignments matching the filter criteria.
"""
list_users(self, user_filter_model)
List all users.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_filter_model |
UserFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[UserResponseModel] |
A list of all users. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_users(
self, user_filter_model: UserFilterModel
) -> Page[UserResponseModel]:
"""List all users.
Args:
user_filter_model: All filter parameters including pagination
params.
Returns:
A list of all users.
"""
list_workspaces(self, workspace_filter_model)
List all workspace matching the given filter criteria.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_filter_model |
WorkspaceFilterModel |
All filter parameters including pagination params. |
required |
Returns:
| Type | Description |
|---|---|
Page[WorkspaceResponseModel] |
A list of all workspace matching the filter criteria. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def list_workspaces(
self, workspace_filter_model: WorkspaceFilterModel
) -> Page[WorkspaceResponseModel]:
"""List all workspace matching the given filter criteria.
Args:
workspace_filter_model: All filter parameters including pagination
params.
Returns:
A list of all workspace matching the filter criteria.
"""
update_authorized_device(self, device_id, update)
Updates an existing OAuth 2.0 authorized device for internal use.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
device_id |
UUID |
The ID of the device to update. |
required |
update |
OAuthDeviceUpdateModel |
The update to be applied to the device. |
required |
Returns:
| Type | Description |
|---|---|
OAuthDeviceResponseModel |
The updated OAuth 2.0 authorized device. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no device with the given ID exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_authorized_device(
self, device_id: UUID, update: OAuthDeviceUpdateModel
) -> OAuthDeviceResponseModel:
"""Updates an existing OAuth 2.0 authorized device for internal use.
Args:
device_id: The ID of the device to update.
update: The update to be applied to the device.
Returns:
The updated OAuth 2.0 authorized device.
Raises:
KeyError: If no device with the given ID exists.
"""
update_code_repository(self, code_repository_id, update)
Updates an existing code repository.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
code_repository_id |
UUID |
The ID of the code repository to update. |
required |
update |
CodeRepositoryUpdateModel |
The update to be applied to the code repository. |
required |
Returns:
| Type | Description |
|---|---|
CodeRepositoryResponseModel |
The updated code repository. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no code repository with the given name exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_code_repository(
self, code_repository_id: UUID, update: CodeRepositoryUpdateModel
) -> CodeRepositoryResponseModel:
"""Updates an existing code repository.
Args:
code_repository_id: The ID of the code repository to update.
update: The update to be applied to the code repository.
Returns:
The updated code repository.
Raises:
KeyError: If no code repository with the given name exists.
"""
update_flavor(self, flavor_id, flavor_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
flavor_id |
UUID |
The id of the flavor to update. |
required |
flavor_update |
FlavorUpdateModel |
The update to be applied to the flavor. |
required |
Returns:
| Type | Description |
|---|---|
FlavorResponseModel |
The updated flavor. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_flavor(
self, flavor_id: UUID, flavor_update: FlavorUpdateModel
) -> FlavorResponseModel:
"""Updates an existing user.
Args:
flavor_id: The id of the flavor to update.
flavor_update: The update to be applied to the flavor.
Returns:
The updated flavor.
"""
update_model(self, model_id, model_update)
Updates an existing model.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_id |
UUID |
UUID of the model to be updated. |
required |
model_update |
ModelUpdateModel |
the Model to be updated. |
required |
Returns:
| Type | Description |
|---|---|
ModelResponseModel |
The updated model. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_model(
self,
model_id: UUID,
model_update: ModelUpdateModel,
) -> ModelResponseModel:
"""Updates an existing model.
Args:
model_id: UUID of the model to be updated.
model_update: the Model to be updated.
Returns:
The updated model.
"""
update_model_version(self, model_version_id, model_version_update_model)
Get all model versions by filter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model_version_id |
UUID |
The ID of model version to be updated. |
required |
model_version_update_model |
ModelVersionUpdateModel |
The model version to be updated. |
required |
Returns:
| Type | Description |
|---|---|
ModelVersionResponseModel |
An updated model version. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If the model version not found |
RuntimeError |
If there is a model version with target stage, but |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_model_version(
self,
model_version_id: UUID,
model_version_update_model: ModelVersionUpdateModel,
) -> ModelVersionResponseModel:
"""Get all model versions by filter.
Args:
model_version_id: The ID of model version to be updated.
model_version_update_model: The model version to be updated.
Returns:
An updated model version.
Raises:
KeyError: If the model version not found
RuntimeError: If there is a model version with target stage, but `force` flag is off
"""
update_pipeline(self, pipeline_id, pipeline_update)
Updates a pipeline.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pipeline_id |
UUID |
The ID of the pipeline to be updated. |
required |
pipeline_update |
PipelineUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
PipelineResponseModel |
The updated pipeline. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_pipeline(
self,
pipeline_id: UUID,
pipeline_update: PipelineUpdateModel,
) -> PipelineResponseModel:
"""Updates a pipeline.
Args:
pipeline_id: The ID of the pipeline to be updated.
pipeline_update: The update to be applied.
Returns:
The updated pipeline.
Raises:
KeyError: if the pipeline doesn't exist.
"""
update_role(self, role_id, role_update)
Update an existing role.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
role_id |
UUID |
The ID of the role to be updated. |
required |
role_update |
RoleUpdateModel |
The update to be applied to the role. |
required |
Returns:
| Type | Description |
|---|---|
RoleResponseModel |
The updated role. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the role does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_role(
self, role_id: UUID, role_update: RoleUpdateModel
) -> RoleResponseModel:
"""Update an existing role.
Args:
role_id: The ID of the role to be updated.
role_update: The update to be applied to the role.
Returns:
The updated role.
Raises:
KeyError: if the role does not exist.
"""
update_run(self, run_id, run_update)
Updates a pipeline run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
run_id |
UUID |
The ID of the pipeline run to update. |
required |
run_update |
PipelineRunUpdateModel |
The update to be applied to the pipeline run. |
required |
Returns:
| Type | Description |
|---|---|
PipelineRunResponseModel |
The updated pipeline run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the pipeline run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_run(
self, run_id: UUID, run_update: PipelineRunUpdateModel
) -> PipelineRunResponseModel:
"""Updates a pipeline run.
Args:
run_id: The ID of the pipeline run to update.
run_update: The update to be applied to the pipeline run.
Returns:
The updated pipeline run.
Raises:
KeyError: if the pipeline run doesn't exist.
"""
update_run_step(self, step_run_id, step_run_update)
Updates a step run.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
step_run_id |
UUID |
The ID of the step to update. |
required |
step_run_update |
StepRunUpdateModel |
The update to be applied to the step. |
required |
Returns:
| Type | Description |
|---|---|
StepRunResponseModel |
The updated step run. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the step run doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_run_step(
self,
step_run_id: UUID,
step_run_update: StepRunUpdateModel,
) -> StepRunResponseModel:
"""Updates a step run.
Args:
step_run_id: The ID of the step to update.
step_run_update: The update to be applied to the step.
Returns:
The updated step run.
Raises:
KeyError: if the step run doesn't exist.
"""
update_schedule(self, schedule_id, schedule_update)
Updates a schedule.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
schedule_id |
UUID |
The ID of the schedule to be updated. |
required |
schedule_update |
ScheduleUpdateModel |
The update to be applied. |
required |
Returns:
| Type | Description |
|---|---|
ScheduleResponseModel |
The updated schedule. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the schedule doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_schedule(
self,
schedule_id: UUID,
schedule_update: ScheduleUpdateModel,
) -> ScheduleResponseModel:
"""Updates a schedule.
Args:
schedule_id: The ID of the schedule to be updated.
schedule_update: The update to be applied.
Returns:
The updated schedule.
Raises:
KeyError: if the schedule doesn't exist.
"""
update_service_connector(self, service_connector_id, update)
Updates an existing service connector.
The update model contains the fields to be updated. If a field value is set to None in the model, the field is not updated, but there are special rules concerning some fields:
- the
configurationandsecretsfields together represent a full valid configuration update, not just a partial update. If either is set (i.e. not None) in the update, their values are merged together and will replace the existing configuration and secrets values. - the
resource_idfield value is also a full replacement value: if set toNone, the resource ID is removed from the service connector. - the
expiration_secondsfield value is also a full replacement value: if set toNone, the expiration is removed from the service connector. - the
secret_idfield value in the update is ignored, given that secrets are managed internally by the ZenML store. - the
labelsfield is also a full labels update: if set (i.e. notNone), all existing labels are removed and replaced by the new labels in the update.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to update. |
required |
update |
ServiceConnectorUpdateModel |
The update to be applied to the service connector. |
required |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResponseModel |
The updated service connector. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given name exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_service_connector(
self, service_connector_id: UUID, update: ServiceConnectorUpdateModel
) -> ServiceConnectorResponseModel:
"""Updates an existing service connector.
The update model contains the fields to be updated. If a field value is
set to None in the model, the field is not updated, but there are
special rules concerning some fields:
* the `configuration` and `secrets` fields together represent a full
valid configuration update, not just a partial update. If either is
set (i.e. not None) in the update, their values are merged together and
will replace the existing configuration and secrets values.
* the `resource_id` field value is also a full replacement value: if set
to `None`, the resource ID is removed from the service connector.
* the `expiration_seconds` field value is also a full replacement value:
if set to `None`, the expiration is removed from the service connector.
* the `secret_id` field value in the update is ignored, given that
secrets are managed internally by the ZenML store.
* the `labels` field is also a full labels update: if set (i.e. not
`None`), all existing labels are removed and replaced by the new labels
in the update.
Args:
service_connector_id: The ID of the service connector to update.
update: The update to be applied to the service connector.
Returns:
The updated service connector.
Raises:
KeyError: If no service connector with the given name exists.
"""
update_stack(self, stack_id, stack_update)
Update a stack.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
stack_id |
UUID |
The ID of the stack update. |
required |
stack_update |
StackUpdateModel |
The update request on the stack. |
required |
Returns:
| Type | Description |
|---|---|
StackResponseModel |
The updated stack. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_stack(
self, stack_id: UUID, stack_update: StackUpdateModel
) -> StackResponseModel:
"""Update a stack.
Args:
stack_id: The ID of the stack update.
stack_update: The update request on the stack.
Returns:
The updated stack.
Raises:
KeyError: if the stack doesn't exist.
"""
update_stack_component(self, component_id, component_update)
Update an existing stack component.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component_id |
UUID |
The ID of the stack component to update. |
required |
component_update |
ComponentUpdateModel |
The update to be applied to the stack component. |
required |
Returns:
| Type | Description |
|---|---|
ComponentResponseModel |
The updated stack component. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the stack component doesn't exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_stack_component(
self,
component_id: UUID,
component_update: ComponentUpdateModel,
) -> ComponentResponseModel:
"""Update an existing stack component.
Args:
component_id: The ID of the stack component to update.
component_update: The update to be applied to the stack component.
Returns:
The updated stack component.
Raises:
KeyError: if the stack component doesn't exist.
"""
update_team(self, team_id, team_update)
Update an existing team.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
team_id |
UUID |
The ID of the team to be updated. |
required |
team_update |
TeamUpdateModel |
The update to be applied to the team. |
required |
Returns:
| Type | Description |
|---|---|
TeamResponseModel |
The updated team. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the team does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_team(
self, team_id: UUID, team_update: TeamUpdateModel
) -> TeamResponseModel:
"""Update an existing team.
Args:
team_id: The ID of the team to be updated.
team_update: The update to be applied to the team.
Returns:
The updated team.
Raises:
KeyError: if the team does not exist.
"""
update_user(self, user_id, user_update)
Updates an existing user.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
user_id |
UUID |
The id of the user to update. |
required |
user_update |
UserUpdateModel |
The update to be applied to the user. |
required |
Returns:
| Type | Description |
|---|---|
UserResponseModel |
The updated user. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no user with the given name exists. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_user(
self, user_id: UUID, user_update: UserUpdateModel
) -> UserResponseModel:
"""Updates an existing user.
Args:
user_id: The id of the user to update.
user_update: The update to be applied to the user.
Returns:
The updated user.
Raises:
KeyError: If no user with the given name exists.
"""
update_workspace(self, workspace_id, workspace_update)
Update an existing workspace.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workspace_id |
UUID |
The ID of the workspace to be updated. |
required |
workspace_update |
WorkspaceUpdateModel |
The update to be applied to the workspace. |
required |
Returns:
| Type | Description |
|---|---|
WorkspaceResponseModel |
The updated workspace. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
if the workspace does not exist. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def update_workspace(
self, workspace_id: UUID, workspace_update: WorkspaceUpdateModel
) -> WorkspaceResponseModel:
"""Update an existing workspace.
Args:
workspace_id: The ID of the workspace to be updated.
workspace_update: The update to be applied to the workspace.
Returns:
The updated workspace.
Raises:
KeyError: if the workspace does not exist.
"""
verify_service_connector(self, service_connector_id, resource_type=None, resource_id=None, list_resources=True)
Verifies if a service connector instance has access to one or more resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector_id |
UUID |
The ID of the service connector to verify. |
required |
resource_type |
Optional[str] |
The type of resource to verify access to. |
None |
resource_id |
Optional[str] |
The ID of the resource to verify access to. |
None |
list_resources |
bool |
If True, the list of all resources accessible through the service connector and matching the supplied resource type and ID are returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector has access to, scoped to the supplied resource type and ID, if provided. |
Exceptions:
| Type | Description |
|---|---|
KeyError |
If no service connector with the given name exists. |
NotImplementError |
If the service connector cannot be verified e.g. due to missing package dependencies. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def verify_service_connector(
self,
service_connector_id: UUID,
resource_type: Optional[str] = None,
resource_id: Optional[str] = None,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector instance has access to one or more resources.
Args:
service_connector_id: The ID of the service connector to verify.
resource_type: The type of resource to verify access to.
resource_id: The ID of the resource to verify access to.
list_resources: If True, the list of all resources accessible
through the service connector and matching the supplied resource
type and ID are returned.
Returns:
The list of resources that the service connector has access to,
scoped to the supplied resource type and ID, if provided.
Raises:
KeyError: If no service connector with the given name exists.
NotImplementError: If the service connector cannot be verified
e.g. due to missing package dependencies.
"""
verify_service_connector_config(self, service_connector, list_resources=True)
Verifies if a service connector configuration has access to resources.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
service_connector |
ServiceConnectorRequestModel |
The service connector configuration to verify. |
required |
list_resources |
bool |
If True, the list of all resources accessible through the service connector is returned. |
True |
Returns:
| Type | Description |
|---|---|
ServiceConnectorResourcesModel |
The list of resources that the service connector configuration has access to. |
Exceptions:
| Type | Description |
|---|---|
NotImplementError |
If the service connector cannot be verified on the store e.g. due to missing package dependencies. |
Source code in zenml/zen_stores/zen_store_interface.py
@abstractmethod
def verify_service_connector_config(
self,
service_connector: ServiceConnectorRequestModel,
list_resources: bool = True,
) -> ServiceConnectorResourcesModel:
"""Verifies if a service connector configuration has access to resources.
Args:
service_connector: The service connector configuration to verify.
list_resources: If True, the list of all resources accessible
through the service connector is returned.
Returns:
The list of resources that the service connector configuration has
access to.
Raises:
NotImplementError: If the service connector cannot be verified
on the store e.g. due to missing package dependencies.
"""